TorontoClustering.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## STEP 1- Scraping WikiPedia and Creating Data Frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting BS4\n",
      "  Downloading https://files.pythonhosted.org/packages/10/ed/7e8b97591f6f456174139ec089c769f89a94a1a4025fe967691de971f314/bs4-0.0.1.tar.gz\n",
      "Collecting beautifulsoup4 (from BS4)\n",
      "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/66/25/ff030e2437265616a1e9b25ccc864e0371a0bc3adb7c5a404fd661c6f4f6/beautifulsoup4-4.9.1-py3-none-any.whl (115kB)\n",
      "\u001b[K     |████████████████████████████████| 122kB 6.4MB/s eta 0:00:01\n",
      "\u001b[?25hCollecting soupsieve>1.2 (from beautifulsoup4->BS4)\n",
      "  Downloading https://files.pythonhosted.org/packages/6f/8f/457f4a5390eeae1cc3aeab89deb7724c965be841ffca6cfca9197482e470/soupsieve-2.0.1-py3-none-any.whl\n",
      "Building wheels for collected packages: BS4\n",
      "  Building wheel for BS4 (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Stored in directory: /home/jupyterlab/.cache/pip/wheels/a0/b0/b2/4f80b9456b87abedbc0bf2d52235414c3467d8889be38dd472\n",
      "Successfully built BS4\n",
      "Installing collected packages: soupsieve, beautifulsoup4, BS4\n",
      "Successfully installed BS4-0.0.1 beautifulsoup4-4.9.1 soupsieve-2.0.1\n",
      "DONE!\n"
     ]
    }
   ],
   "source": [
    "# install and import libraries\n",
    "\n",
    "!pip install BS4\n",
    "from bs4 import BeautifulSoup\n",
    "import requests\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "print('DONE!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 1.A- Getting the data and preprocessing "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Postal Code</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M1A</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M2A</td>\n",
       "      <td>Not assigned</td>\n",
       "      <td>Not assigned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Regent Park, Harbourfront</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Postal Code           Borough               Neighborhood\n",
       "0         M1A      Not assigned               Not assigned\n",
       "1         M2A      Not assigned               Not assigned\n",
       "2         M3A        North York                  Parkwoods\n",
       "3         M4A        North York           Victoria Village\n",
       "4         M5A  Downtown Toronto  Regent Park, Harbourfront"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = 'https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M'\n",
    "source = requests.get(url)\n",
    "soup = BeautifulSoup(source.text, 'html')\n",
    "\n",
    "#using soup object, iterate the wikitable to get the data from the HTML page and store it into a list\n",
    "data = []\n",
    "columns = []\n",
    "table = soup.find(class_='wikitable')\n",
    "for index, tr in enumerate(table.find_all('tr')):\n",
    "    section = []\n",
    "    for td in tr.find_all(['th','td']):\n",
    "        section.append(td.text.rstrip())\n",
    "    \n",
    "    #First row of data is the header\n",
    "    if (index == 0):\n",
    "        columns = section\n",
    "    else:\n",
    "        data.append(section)\n",
    "\n",
    "#convert list into Pandas DataFrame\n",
    "Toronto_df = pd.DataFrame(data = data,columns = columns)\n",
    "Toronto_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(180, 3)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Toronto_df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 1.B. Cleaning the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This table has 103 rows and 3 columns.\n"
     ]
    }
   ],
   "source": [
    "# Removing rows w/o any borough assigned!\n",
    "Toronto_df = Toronto_df[Toronto_df['Borough'] != 'Not assigned']\n",
    "Toronto_df.reset_index(inplace=True)\n",
    "Toronto_df.drop('index', axis=1, inplace=True)\n",
    "print('This table has {} rows and {} columns.'.format(Toronto_df.shape[0], Toronto_df.shape[1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Postal Code</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Regent Park, Harbourfront</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M6A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Lawrence Manor, Lawrence Heights</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M7A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Queen's Park, Ontario Provincial Government</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Postal Code           Borough                                 Neighborhood\n",
       "0         M3A        North York                                    Parkwoods\n",
       "1         M4A        North York                             Victoria Village\n",
       "2         M5A  Downtown Toronto                    Regent Park, Harbourfront\n",
       "3         M6A        North York             Lawrence Manor, Lawrence Heights\n",
       "4         M7A  Downtown Toronto  Queen's Park, Ontario Provincial Government"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Toronto_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## STEP 2- Getting the Coordinates for each Neighborhood"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I used pgeocode package to get the coordinates since the geocoder did nor work for me!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting pgeocode\n",
      "  Downloading https://files.pythonhosted.org/packages/86/44/519e3db3db84acdeb29e24f2e65991960f13464279b61bde5e9e96909c9d/pgeocode-0.2.1-py2.py3-none-any.whl\n",
      "Requirement already satisfied: requests in /home/jupyterlab/conda/envs/python/lib/python3.6/site-packages (from pgeocode) (2.23.0)\n",
      "Requirement already satisfied: pandas in /home/jupyterlab/conda/envs/python/lib/python3.6/site-packages (from pgeocode) (1.0.3)\n",
      "Requirement already satisfied: numpy in /home/jupyterlab/conda/envs/python/lib/python3.6/site-packages (from pgeocode) (1.18.4)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /home/jupyterlab/conda/envs/python/lib/python3.6/site-packages (from requests->pgeocode) (2020.4.5.1)\n",
      "Requirement already satisfied: chardet<4,>=3.0.2 in /home/jupyterlab/conda/envs/python/lib/python3.6/site-packages (from requests->pgeocode) (3.0.4)\n",
      "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /home/jupyterlab/conda/envs/python/lib/python3.6/site-packages (from requests->pgeocode) (1.25.9)\n",
      "Requirement already satisfied: idna<3,>=2.5 in /home/jupyterlab/conda/envs/python/lib/python3.6/site-packages (from requests->pgeocode) (2.9)\n",
      "Requirement already satisfied: pytz>=2017.2 in /home/jupyterlab/conda/envs/python/lib/python3.6/site-packages (from pandas->pgeocode) (2020.1)\n",
      "Requirement already satisfied: python-dateutil>=2.6.1 in /home/jupyterlab/conda/envs/python/lib/python3.6/site-packages (from pandas->pgeocode) (2.8.1)\n",
      "Requirement already satisfied: six>=1.5 in /home/jupyterlab/conda/envs/python/lib/python3.6/site-packages (from python-dateutil>=2.6.1->pandas->pgeocode) (1.14.0)\n",
      "Installing collected packages: pgeocode\n",
      "Successfully installed pgeocode-0.2.1\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>postal_code</th>\n",
       "      <th>country code</th>\n",
       "      <th>place_name</th>\n",
       "      <th>state_name</th>\n",
       "      <th>state_code</th>\n",
       "      <th>county_name</th>\n",
       "      <th>county_code</th>\n",
       "      <th>community_name</th>\n",
       "      <th>community_code</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>accuracy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M3A</td>\n",
       "      <td>CA</td>\n",
       "      <td>North York (York Heights / Victoria Village / ...</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>ON</td>\n",
       "      <td>North York</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.7545</td>\n",
       "      <td>-79.3300</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M4A</td>\n",
       "      <td>CA</td>\n",
       "      <td>North York (Sweeney Park / Wigmore Park)</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>ON</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.7276</td>\n",
       "      <td>-79.3148</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M5A</td>\n",
       "      <td>CA</td>\n",
       "      <td>Downtown Toronto (Regent Park / Port of Toronto)</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>ON</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>8133394.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.6555</td>\n",
       "      <td>-79.3626</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M6A</td>\n",
       "      <td>CA</td>\n",
       "      <td>North York (Lawrence Manor / Lawrence Heights)</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>ON</td>\n",
       "      <td>North York</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.7223</td>\n",
       "      <td>-79.4504</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M7A</td>\n",
       "      <td>CA</td>\n",
       "      <td>Queen's Park Ontario Provincial Government</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>ON</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.6641</td>\n",
       "      <td>-79.3889</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>M8X</td>\n",
       "      <td>CA</td>\n",
       "      <td>Etobicoke (The Kingsway / Montgomery Road / Ol...</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>ON</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.6518</td>\n",
       "      <td>-79.5076</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>M4Y</td>\n",
       "      <td>CA</td>\n",
       "      <td>Downtown Toronto (Church and Wellesley)</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>ON</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>8133394.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.6656</td>\n",
       "      <td>-79.3830</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>M7Y</td>\n",
       "      <td>CA</td>\n",
       "      <td>East Toronto Business Reply Mail Processing Ce...</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>ON</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>8133394.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.7804</td>\n",
       "      <td>-79.2505</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>M8Y</td>\n",
       "      <td>CA</td>\n",
       "      <td>Etobicoke (Old Mill South / King's Mill Park /...</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>ON</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.6325</td>\n",
       "      <td>-79.4939</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>M8Z</td>\n",
       "      <td>CA</td>\n",
       "      <td>Etobicoke (Mimico NW / The Queensway West / So...</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>ON</td>\n",
       "      <td>Etobicoke</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.6256</td>\n",
       "      <td>-79.5231</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>103 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    postal_code country code  \\\n",
       "0           M3A           CA   \n",
       "1           M4A           CA   \n",
       "2           M5A           CA   \n",
       "3           M6A           CA   \n",
       "4           M7A           CA   \n",
       "..          ...          ...   \n",
       "98          M8X           CA   \n",
       "99          M4Y           CA   \n",
       "100         M7Y           CA   \n",
       "101         M8Y           CA   \n",
       "102         M8Z           CA   \n",
       "\n",
       "                                            place_name state_name state_code  \\\n",
       "0    North York (York Heights / Victoria Village / ...    Ontario         ON   \n",
       "1             North York (Sweeney Park / Wigmore Park)    Ontario         ON   \n",
       "2     Downtown Toronto (Regent Park / Port of Toronto)    Ontario         ON   \n",
       "3       North York (Lawrence Manor / Lawrence Heights)    Ontario         ON   \n",
       "4           Queen's Park Ontario Provincial Government    Ontario         ON   \n",
       "..                                                 ...        ...        ...   \n",
       "98   Etobicoke (The Kingsway / Montgomery Road / Ol...    Ontario         ON   \n",
       "99             Downtown Toronto (Church and Wellesley)    Ontario         ON   \n",
       "100  East Toronto Business Reply Mail Processing Ce...    Ontario         ON   \n",
       "101  Etobicoke (Old Mill South / King's Mill Park /...    Ontario         ON   \n",
       "102  Etobicoke (Mimico NW / The Queensway West / So...    Ontario         ON   \n",
       "\n",
       "     county_name  county_code community_name  community_code  latitude  \\\n",
       "0    North York           NaN            NaN             NaN   43.7545   \n",
       "1            NaN          NaN            NaN             NaN   43.7276   \n",
       "2        Toronto    8133394.0            NaN             NaN   43.6555   \n",
       "3    North York           NaN            NaN             NaN   43.7223   \n",
       "4            NaN          NaN            NaN             NaN   43.6641   \n",
       "..           ...          ...            ...             ...       ...   \n",
       "98     Etobicoke          NaN            NaN             NaN   43.6518   \n",
       "99       Toronto    8133394.0            NaN             NaN   43.6656   \n",
       "100      Toronto    8133394.0            NaN             NaN   43.7804   \n",
       "101    Etobicoke          NaN            NaN             NaN   43.6325   \n",
       "102    Etobicoke          NaN            NaN             NaN   43.6256   \n",
       "\n",
       "     longitude  accuracy  \n",
       "0     -79.3300       1.0  \n",
       "1     -79.3148       6.0  \n",
       "2     -79.3626       6.0  \n",
       "3     -79.4504       6.0  \n",
       "4     -79.3889       NaN  \n",
       "..         ...       ...  \n",
       "98    -79.5076       6.0  \n",
       "99    -79.3830       6.0  \n",
       "100   -79.2505       NaN  \n",
       "101   -79.4939       6.0  \n",
       "102   -79.5231       6.0  \n",
       "\n",
       "[103 rows x 12 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# instal and import pgeocode\n",
    "!pip install pgeocode\n",
    "import pgeocode\n",
    "\n",
    "# getting the coordinates in a new data frame\n",
    "pcode = Toronto_df['Postal Code'].tolist()\n",
    "nomi = pgeocode.Nominatim('ca')\n",
    "New_df = nomi.query_postal_code(pcode)\n",
    "New_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(103, 5)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Postal Code</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>43.7545</td>\n",
       "      <td>-79.3300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>43.7276</td>\n",
       "      <td>-79.3148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M5A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Regent Park, Harbourfront</td>\n",
       "      <td>43.6555</td>\n",
       "      <td>-79.3626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M6A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Lawrence Manor, Lawrence Heights</td>\n",
       "      <td>43.7223</td>\n",
       "      <td>-79.4504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M7A</td>\n",
       "      <td>Downtown Toronto</td>\n",
       "      <td>Queen's Park, Ontario Provincial Government</td>\n",
       "      <td>43.6641</td>\n",
       "      <td>-79.3889</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Postal Code           Borough                                 Neighborhood  \\\n",
       "0         M3A        North York                                    Parkwoods   \n",
       "1         M4A        North York                             Victoria Village   \n",
       "2         M5A  Downtown Toronto                    Regent Park, Harbourfront   \n",
       "3         M6A        North York             Lawrence Manor, Lawrence Heights   \n",
       "4         M7A  Downtown Toronto  Queen's Park, Ontario Provincial Government   \n",
       "\n",
       "   Latitude  Longitude  \n",
       "0   43.7545   -79.3300  \n",
       "1   43.7276   -79.3148  \n",
       "2   43.6555   -79.3626  \n",
       "3   43.7223   -79.4504  \n",
       "4   43.6641   -79.3889  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# adding coordinate from New_df to the Toronto_df \n",
    "Toronto_df['Latitude'] = New_df['latitude']\n",
    "Toronto_df['Longitude'] = New_df['longitude']\n",
    "print (Toronto_df.shape)\n",
    "Toronto_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "pgeocode did not get the coordinates for two of the Postal Codes correctly!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#coorecting the coordinates for rows 76 and 100. \n",
    "Toronto_df.loc[76,['Latitude', 'Longitude']] = 43.6364,-79.6157\n",
    "Toronto_df.loc[100,['Latitude', 'Longitude']] = 43.6645,-79.3214\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## STEP 3- Clustering Neighborhood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting geopy\n",
      "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/ab/97/25def417bf5db4cc6b89b47a56961b893d4ee4fec0c335f5b9476a8ff153/geopy-1.22.0-py2.py3-none-any.whl (113kB)\n",
      "\u001b[K     |████████████████████████████████| 122kB 7.0MB/s eta 0:00:01\n",
      "\u001b[?25hCollecting geographiclib<2,>=1.49 (from geopy)\n",
      "  Downloading https://files.pythonhosted.org/packages/8b/62/26ec95a98ba64299163199e95ad1b0e34ad3f4e176e221c40245f211e425/geographiclib-1.50-py3-none-any.whl\n",
      "Installing collected packages: geographiclib, geopy\n",
      "Successfully installed geographiclib-1.50 geopy-1.22.0\n",
      "Collecting package metadata (current_repodata.json): done\n",
      "Solving environment: failed with initial frozen solve. Retrying with flexible solve.\n",
      "Collecting package metadata (repodata.json): done\n",
      "Solving environment: done\n",
      "\n",
      "## Package Plan ##\n",
      "\n",
      "  environment location: /home/jupyterlab/conda/envs/python\n",
      "\n",
      "  added / updated specs:\n",
      "    - folium=0.5.0\n",
      "\n",
      "\n",
      "The following packages will be downloaded:\n",
      "\n",
      "    package                    |            build\n",
      "    ---------------------------|-----------------\n",
      "    altair-4.1.0               |             py_1         614 KB  conda-forge\n",
      "    branca-0.4.1               |             py_0          26 KB  conda-forge\n",
      "    brotlipy-0.7.0             |py36h8c4c3a4_1000         346 KB  conda-forge\n",
      "    ca-certificates-2020.4.5.2 |       hecda079_0         147 KB  conda-forge\n",
      "    certifi-2020.4.5.2         |   py36h9f0ad1d_0         152 KB  conda-forge\n",
      "    chardet-3.0.4              |py36h9f0ad1d_1006         188 KB  conda-forge\n",
      "    cryptography-2.9.2         |   py36h45558ae_0         613 KB  conda-forge\n",
      "    folium-0.5.0               |             py_0          45 KB  conda-forge\n",
      "    pandas-1.0.4               |   py36h830a2c2_0        10.1 MB  conda-forge\n",
      "    pysocks-1.7.1              |   py36h9f0ad1d_1          27 KB  conda-forge\n",
      "    toolz-0.10.0               |             py_0          46 KB  conda-forge\n",
      "    vincent-0.4.4              |             py_1          28 KB  conda-forge\n",
      "    ------------------------------------------------------------\n",
      "                                           Total:        12.3 MB\n",
      "\n",
      "The following NEW packages will be INSTALLED:\n",
      "\n",
      "  altair             conda-forge/noarch::altair-4.1.0-py_1\n",
      "  attrs              conda-forge/noarch::attrs-19.3.0-py_0\n",
      "  branca             conda-forge/noarch::branca-0.4.1-py_0\n",
      "  brotlipy           conda-forge/linux-64::brotlipy-0.7.0-py36h8c4c3a4_1000\n",
      "  chardet            conda-forge/linux-64::chardet-3.0.4-py36h9f0ad1d_1006\n",
      "  cryptography       conda-forge/linux-64::cryptography-2.9.2-py36h45558ae_0\n",
      "  entrypoints        conda-forge/linux-64::entrypoints-0.3-py36h9f0ad1d_1001\n",
      "  folium             conda-forge/noarch::folium-0.5.0-py_0\n",
      "  idna               conda-forge/noarch::idna-2.9-py_1\n",
      "  importlib_metadata conda-forge/noarch::importlib_metadata-1.6.0-0\n",
      "  jinja2             conda-forge/noarch::jinja2-2.11.2-pyh9f0ad1d_0\n",
      "  jsonschema         conda-forge/linux-64::jsonschema-3.2.0-py36h9f0ad1d_1\n",
      "  markupsafe         conda-forge/linux-64::markupsafe-1.1.1-py36h8c4c3a4_1\n",
      "  pandas             conda-forge/linux-64::pandas-1.0.4-py36h830a2c2_0\n",
      "  pyopenssl          conda-forge/noarch::pyopenssl-19.1.0-py_1\n",
      "  pyrsistent         conda-forge/linux-64::pyrsistent-0.16.0-py36h8c4c3a4_0\n",
      "  pysocks            conda-forge/linux-64::pysocks-1.7.1-py36h9f0ad1d_1\n",
      "  pytz               conda-forge/noarch::pytz-2020.1-pyh9f0ad1d_0\n",
      "  requests           conda-forge/noarch::requests-2.23.0-pyh8c360ce_2\n",
      "  toolz              conda-forge/noarch::toolz-0.10.0-py_0\n",
      "  urllib3            conda-forge/noarch::urllib3-1.25.9-py_0\n",
      "  vincent            conda-forge/noarch::vincent-0.4.4-py_1\n",
      "\n",
      "The following packages will be UPDATED:\n",
      "\n",
      "  ca-certificates                     2020.4.5.1-hecc5488_0 --> 2020.4.5.2-hecda079_0\n",
      "  certifi                         2020.4.5.1-py36h9f0ad1d_0 --> 2020.4.5.2-py36h9f0ad1d_0\n",
      "\n",
      "\n",
      "\n",
      "Downloading and Extracting Packages\n",
      "certifi-2020.4.5.2   | 152 KB    | ##################################### | 100% \n",
      "ca-certificates-2020 | 147 KB    | ##################################### | 100% \n",
      "pysocks-1.7.1        | 27 KB     | ##################################### | 100% \n",
      "toolz-0.10.0         | 46 KB     | ##################################### | 100% \n",
      "chardet-3.0.4        | 188 KB    | ##################################### | 100% \n",
      "pandas-1.0.4         | 10.1 MB   | ##################################### | 100% \n",
      "folium-0.5.0         | 45 KB     | ##################################### | 100% \n",
      "branca-0.4.1         | 26 KB     | ##################################### | 100% \n",
      "cryptography-2.9.2   | 613 KB    | ##################################### | 100% \n",
      "brotlipy-0.7.0       | 346 KB    | ##################################### | 100% \n",
      "altair-4.1.0         | 614 KB    | ##################################### | 100% \n",
      "vincent-0.4.4        | 28 KB     | ##################################### | 100% \n",
      "Preparing transaction: done\n",
      "Verifying transaction: done\n",
      "Executing transaction: done\n",
      "Libraries imported.\n"
     ]
    }
   ],
   "source": [
    "import json # library to handle JSON files\n",
    "\n",
    "!pip install geopy\n",
    "from geopy.geocoders import Nominatim # convert an address into latitude and longitude values\n",
    "\n",
    "\n",
    "# Matplotlib and associated plotting modules\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.colors as colors\n",
    "\n",
    "# import k-means from clustering stage\n",
    "from sklearn.cluster import KMeans\n",
    "\n",
    "!conda install -c conda-forge folium=0.5.0 --yes # uncomment this line if you haven't completed the Foursquare API lab\n",
    "import folium # map rendering library\n",
    "\n",
    "print('Libraries imported.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The geograpical coordinates of Toronto are 43.6534817, -79.3839347.\n"
     ]
    }
   ],
   "source": [
    "# Get coordinates of Toronto \n",
    "address = 'Toronto, ON, CA'\n",
    "\n",
    "geolocator = Nominatim(user_agent=\"TR_explorer\")\n",
    "location = geolocator.geocode(address)\n",
    "latitude = location.latitude\n",
    "longitude = location.longitude\n",
    "print('The geograpical coordinates of Toronto are {}, {}.'.format(latitude, longitude))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Etobicoke',\n",
       " 'Scarborough',\n",
       " 'East York',\n",
       " 'Downtown Toronto',\n",
       " 'West Toronto',\n",
       " 'East Toronto',\n",
       " 'North York',\n",
       " 'Mississauga',\n",
       " 'York',\n",
       " 'Central Toronto']"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#making a list of boroughs in Toronto to be used in visualization \n",
    "boroughs = list(set(Toronto_df['Borough']))\n",
    "boroughs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS = false; L_NO_TOUCH = false; L_DISABLE_3D = false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.js"></script>
    <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawgit.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <style> #map_017b791ccfd340ddb0623bd643ffcc20 {
                position : relative;
                width : 100.0%;
                height: 100.0%;
                left: 0.0%;
                top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_017b791ccfd340ddb0623bd643ffcc20" ></div>
        
</body>
<script>    
    

            
                var bounds = null;
            

            var map_017b791ccfd340ddb0623bd643ffcc20 = L.map(
                                  'map_017b791ccfd340ddb0623bd643ffcc20',
                                  {center: [43.6534817,-79.3839347],
                                  zoom: 11,
                                  maxBounds: bounds,
                                  layers: [],
                                  worldCopyJump: false,
                                  crs: L.CRS.EPSG3857
                                 });
            
        
    
            var tile_layer_28cd96a6ef9f46989f10c54d55d360c3 = L.tileLayer(
                'https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png',
                {
  "attribution": null,
  "detectRetina": false,
  "maxZoom": 18,
  "minZoom": 1,
  "noWrap": false,
  "subdomains": "abc"
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
        
    
            var circle_marker_a319e34b83684e6bbf40c800ceb8097e = L.circleMarker(
                [43.7545,-79.33],
                {
  "bubblingMouseEvents": true,
  "color": "#EEC900",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#EEC900",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_7923ed62e8d747e08e21b684df2f386c = L.popup({maxWidth: '300'});

            
                var html_d9ba595be29248debcc69d38b3cf3e33 = $('<div id="html_d9ba595be29248debcc69d38b3cf3e33" style="width: 100.0%; height: 100.0%;">Parkwoods, North York</div>')[0];
                popup_7923ed62e8d747e08e21b684df2f386c.setContent(html_d9ba595be29248debcc69d38b3cf3e33);
            

            circle_marker_a319e34b83684e6bbf40c800ceb8097e.bindPopup(popup_7923ed62e8d747e08e21b684df2f386c);

            
        
    
            var circle_marker_891fc41880bf4a379870ad7a4fa72010 = L.circleMarker(
                [43.7276,-79.3148],
                {
  "bubblingMouseEvents": true,
  "color": "#EEC900",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#EEC900",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_5169e1c359f34fc8a4adbd9b21f0b355 = L.popup({maxWidth: '300'});

            
                var html_adcb6e237df247008e066ae288aa8649 = $('<div id="html_adcb6e237df247008e066ae288aa8649" style="width: 100.0%; height: 100.0%;">Victoria Village, North York</div>')[0];
                popup_5169e1c359f34fc8a4adbd9b21f0b355.setContent(html_adcb6e237df247008e066ae288aa8649);
            

            circle_marker_891fc41880bf4a379870ad7a4fa72010.bindPopup(popup_5169e1c359f34fc8a4adbd9b21f0b355);

            
        
    
            var circle_marker_020a9696fc5c46c68e87ab13dfe1d236 = L.circleMarker(
                [43.6555,-79.3626],
                {
  "bubblingMouseEvents": true,
  "color": "#00CDCD",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00CDCD",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_dd10442a660d4dabb0990ab5e86d2c6a = L.popup({maxWidth: '300'});

            
                var html_c4afeefcb27648389a3929ecd2aafe6e = $('<div id="html_c4afeefcb27648389a3929ecd2aafe6e" style="width: 100.0%; height: 100.0%;">Regent Park, Harbourfront, Downtown Toronto</div>')[0];
                popup_dd10442a660d4dabb0990ab5e86d2c6a.setContent(html_c4afeefcb27648389a3929ecd2aafe6e);
            

            circle_marker_020a9696fc5c46c68e87ab13dfe1d236.bindPopup(popup_dd10442a660d4dabb0990ab5e86d2c6a);

            
        
    
            var circle_marker_5c3631132e03486fb6998371def735be = L.circleMarker(
                [43.7223,-79.4504],
                {
  "bubblingMouseEvents": true,
  "color": "#EEC900",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#EEC900",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_1df1f62298494252b3749f549de02779 = L.popup({maxWidth: '300'});

            
                var html_f28e53003853420a958b41fdf7cd231a = $('<div id="html_f28e53003853420a958b41fdf7cd231a" style="width: 100.0%; height: 100.0%;">Lawrence Manor, Lawrence Heights, North York</div>')[0];
                popup_1df1f62298494252b3749f549de02779.setContent(html_f28e53003853420a958b41fdf7cd231a);
            

            circle_marker_5c3631132e03486fb6998371def735be.bindPopup(popup_1df1f62298494252b3749f549de02779);

            
        
    
            var circle_marker_b462b7d7c87b4ecaa82b5fbb65f7505d = L.circleMarker(
                [43.6641,-79.3889],
                {
  "bubblingMouseEvents": true,
  "color": "#00CDCD",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00CDCD",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_92afa5c29f244e05a1c2db1e7d15c022 = L.popup({maxWidth: '300'});

            
                var html_4d18db482f184e82b4cf9bb2e9b0a623 = $('<div id="html_4d18db482f184e82b4cf9bb2e9b0a623" style="width: 100.0%; height: 100.0%;">Queen&#39;s Park, Ontario Provincial Government, Downtown Toronto</div>')[0];
                popup_92afa5c29f244e05a1c2db1e7d15c022.setContent(html_4d18db482f184e82b4cf9bb2e9b0a623);
            

            circle_marker_b462b7d7c87b4ecaa82b5fbb65f7505d.bindPopup(popup_92afa5c29f244e05a1c2db1e7d15c022);

            
        
    
            var circle_marker_d1ee632535994996b8f4578362f2ce88 = L.circleMarker(
                [43.6662,-79.5282],
                {
  "bubblingMouseEvents": true,
  "color": "#0000FF",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#0000FF",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_7a7d0fd65eff46d2835dc41e18b6b1a1 = L.popup({maxWidth: '300'});

            
                var html_54a63781c9c3469f9b36d447aff1a6c6 = $('<div id="html_54a63781c9c3469f9b36d447aff1a6c6" style="width: 100.0%; height: 100.0%;">Islington Avenue, Humber Valley Village, Etobicoke</div>')[0];
                popup_7a7d0fd65eff46d2835dc41e18b6b1a1.setContent(html_54a63781c9c3469f9b36d447aff1a6c6);
            

            circle_marker_d1ee632535994996b8f4578362f2ce88.bindPopup(popup_7a7d0fd65eff46d2835dc41e18b6b1a1);

            
        
    
            var circle_marker_5c8942ef43e64315a0e3ba1e6d4448b4 = L.circleMarker(
                [43.8113,-79.193],
                {
  "bubblingMouseEvents": true,
  "color": "#FF4040",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FF4040",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_ee7c3b18f0c24fffa91236e1cfc05a32 = L.popup({maxWidth: '300'});

            
                var html_55055566dcd64fc28e276e5d649ad1f8 = $('<div id="html_55055566dcd64fc28e276e5d649ad1f8" style="width: 100.0%; height: 100.0%;">Malvern, Rouge, Scarborough</div>')[0];
                popup_ee7c3b18f0c24fffa91236e1cfc05a32.setContent(html_55055566dcd64fc28e276e5d649ad1f8);
            

            circle_marker_5c8942ef43e64315a0e3ba1e6d4448b4.bindPopup(popup_ee7c3b18f0c24fffa91236e1cfc05a32);

            
        
    
            var circle_marker_e89a6fc9b8de469187cb28a6c2d986b6 = L.circleMarker(
                [43.745,-79.359],
                {
  "bubblingMouseEvents": true,
  "color": "#EEC900",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#EEC900",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_be746a36e5a34e498ba7cff6da4f538b = L.popup({maxWidth: '300'});

            
                var html_397620c1a60d4dfabbd6f06207aa0775 = $('<div id="html_397620c1a60d4dfabbd6f06207aa0775" style="width: 100.0%; height: 100.0%;">Don Mills, North York</div>')[0];
                popup_be746a36e5a34e498ba7cff6da4f538b.setContent(html_397620c1a60d4dfabbd6f06207aa0775);
            

            circle_marker_e89a6fc9b8de469187cb28a6c2d986b6.bindPopup(popup_be746a36e5a34e498ba7cff6da4f538b);

            
        
    
            var circle_marker_48eca687b37a43c1afdf3326e554024c = L.circleMarker(
                [43.7063,-79.3094],
                {
  "bubblingMouseEvents": true,
  "color": "#66CD00",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#66CD00",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_32c823f5027b4439952858e109675ccd = L.popup({maxWidth: '300'});

            
                var html_b53640da1c9c44acb69bdad47383d76e = $('<div id="html_b53640da1c9c44acb69bdad47383d76e" style="width: 100.0%; height: 100.0%;">Parkview Hill, Woodbine Gardens, East York</div>')[0];
                popup_32c823f5027b4439952858e109675ccd.setContent(html_b53640da1c9c44acb69bdad47383d76e);
            

            circle_marker_48eca687b37a43c1afdf3326e554024c.bindPopup(popup_32c823f5027b4439952858e109675ccd);

            
        
    
            var circle_marker_cec6b3ed8b044bdfa344d6d4a9310201 = L.circleMarker(
                [43.6572,-79.3783],
                {
  "bubblingMouseEvents": true,
  "color": "#00CDCD",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00CDCD",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_8ec7b0bf9e774e08ac2412624d493727 = L.popup({maxWidth: '300'});

            
                var html_6c5f07f2342142739f4d8dd772d115a8 = $('<div id="html_6c5f07f2342142739f4d8dd772d115a8" style="width: 100.0%; height: 100.0%;">Garden District, Ryerson, Downtown Toronto</div>')[0];
                popup_8ec7b0bf9e774e08ac2412624d493727.setContent(html_6c5f07f2342142739f4d8dd772d115a8);
            

            circle_marker_cec6b3ed8b044bdfa344d6d4a9310201.bindPopup(popup_8ec7b0bf9e774e08ac2412624d493727);

            
        
    
            var circle_marker_8c78ddaeaecf4db08d809830c1da6e62 = L.circleMarker(
                [43.7081,-79.4479],
                {
  "bubblingMouseEvents": true,
  "color": "#EEC900",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#EEC900",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_a3ae774ff2ea46a89ab9a2974a3f1506 = L.popup({maxWidth: '300'});

            
                var html_bc1b498a51dc453783e6e81603a54d03 = $('<div id="html_bc1b498a51dc453783e6e81603a54d03" style="width: 100.0%; height: 100.0%;">Glencairn, North York</div>')[0];
                popup_a3ae774ff2ea46a89ab9a2974a3f1506.setContent(html_bc1b498a51dc453783e6e81603a54d03);
            

            circle_marker_8c78ddaeaecf4db08d809830c1da6e62.bindPopup(popup_a3ae774ff2ea46a89ab9a2974a3f1506);

            
        
    
            var circle_marker_00aeda6890554d589dbca1d02fe93dca = L.circleMarker(
                [43.6505,-79.5517],
                {
  "bubblingMouseEvents": true,
  "color": "#0000FF",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#0000FF",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_ef7892e3b6bb4324880ab3cae4a93382 = L.popup({maxWidth: '300'});

            
                var html_0661eec41672472fa45264631ff44600 = $('<div id="html_0661eec41672472fa45264631ff44600" style="width: 100.0%; height: 100.0%;">West Deane Park, Princess Gardens, Martin Grove, Islington, Cloverdale, Etobicoke</div>')[0];
                popup_ef7892e3b6bb4324880ab3cae4a93382.setContent(html_0661eec41672472fa45264631ff44600);
            

            circle_marker_00aeda6890554d589dbca1d02fe93dca.bindPopup(popup_ef7892e3b6bb4324880ab3cae4a93382);

            
        
    
            var circle_marker_8ef9b53a1f1e4fbe9802f35527ded121 = L.circleMarker(
                [43.7878,-79.1564],
                {
  "bubblingMouseEvents": true,
  "color": "#FF4040",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FF4040",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_50ec6eefeb4548249451a287b531936c = L.popup({maxWidth: '300'});

            
                var html_253004457c784a069a64e27788d1bdb6 = $('<div id="html_253004457c784a069a64e27788d1bdb6" style="width: 100.0%; height: 100.0%;">Rouge Hill, Port Union, Highland Creek, Scarborough</div>')[0];
                popup_50ec6eefeb4548249451a287b531936c.setContent(html_253004457c784a069a64e27788d1bdb6);
            

            circle_marker_8ef9b53a1f1e4fbe9802f35527ded121.bindPopup(popup_50ec6eefeb4548249451a287b531936c);

            
        
    
            var circle_marker_3f9925751d7d45d6b25df2f930063084 = L.circleMarker(
                [43.7334,-79.3329],
                {
  "bubblingMouseEvents": true,
  "color": "#EEC900",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#EEC900",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_07c699ac77814f83ad308a70d65d6189 = L.popup({maxWidth: '300'});

            
                var html_f990247c06594398af3b1f5d087719c2 = $('<div id="html_f990247c06594398af3b1f5d087719c2" style="width: 100.0%; height: 100.0%;">Don Mills, North York</div>')[0];
                popup_07c699ac77814f83ad308a70d65d6189.setContent(html_f990247c06594398af3b1f5d087719c2);
            

            circle_marker_3f9925751d7d45d6b25df2f930063084.bindPopup(popup_07c699ac77814f83ad308a70d65d6189);

            
        
    
            var circle_marker_c67d69b2370f44648d2dc0cb62abb300 = L.circleMarker(
                [43.6913,-79.3116],
                {
  "bubblingMouseEvents": true,
  "color": "#66CD00",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#66CD00",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_9e2c8244dcda4a57bc0b11d2184b8a20 = L.popup({maxWidth: '300'});

            
                var html_5ec498498d0e4230b011f63658b9396a = $('<div id="html_5ec498498d0e4230b011f63658b9396a" style="width: 100.0%; height: 100.0%;">Woodbine Heights, East York</div>')[0];
                popup_9e2c8244dcda4a57bc0b11d2184b8a20.setContent(html_5ec498498d0e4230b011f63658b9396a);
            

            circle_marker_c67d69b2370f44648d2dc0cb62abb300.bindPopup(popup_9e2c8244dcda4a57bc0b11d2184b8a20);

            
        
    
            var circle_marker_bdbcd97203a74e1d973b9f8ac3e01327 = L.circleMarker(
                [43.6513,-79.3756],
                {
  "bubblingMouseEvents": true,
  "color": "#00CDCD",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00CDCD",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_ef1832955a5141afbd1cea54bc3b47c7 = L.popup({maxWidth: '300'});

            
                var html_7bb2f2d0bfae42008627d1082610c293 = $('<div id="html_7bb2f2d0bfae42008627d1082610c293" style="width: 100.0%; height: 100.0%;">St. James Town, Downtown Toronto</div>')[0];
                popup_ef1832955a5141afbd1cea54bc3b47c7.setContent(html_7bb2f2d0bfae42008627d1082610c293);
            

            circle_marker_bdbcd97203a74e1d973b9f8ac3e01327.bindPopup(popup_ef1832955a5141afbd1cea54bc3b47c7);

            
        
    
            var circle_marker_530727d75bb34c7191a201352410330c = L.circleMarker(
                [43.6915,-79.4307],
                {
  "bubblingMouseEvents": true,
  "color": "#FF69B4",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FF69B4",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_89b02a2fc7e8470588db3eb4ae44c49d = L.popup({maxWidth: '300'});

            
                var html_b4dd9cbbe5ac479f8aa88e7a6e73c888 = $('<div id="html_b4dd9cbbe5ac479f8aa88e7a6e73c888" style="width: 100.0%; height: 100.0%;">Humewood-Cedarvale, York</div>')[0];
                popup_89b02a2fc7e8470588db3eb4ae44c49d.setContent(html_b4dd9cbbe5ac479f8aa88e7a6e73c888);
            

            circle_marker_530727d75bb34c7191a201352410330c.bindPopup(popup_89b02a2fc7e8470588db3eb4ae44c49d);

            
        
    
            var circle_marker_2b3205e8899d4da2a6858ff5b35d2146 = L.circleMarker(
                [43.6437,-79.5767],
                {
  "bubblingMouseEvents": true,
  "color": "#0000FF",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#0000FF",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_7465ae6fac904ef4afc8261721a2cc31 = L.popup({maxWidth: '300'});

            
                var html_c842718f98f44f41a3fd18b0d94ef167 = $('<div id="html_c842718f98f44f41a3fd18b0d94ef167" style="width: 100.0%; height: 100.0%;">Eringate, Bloordale Gardens, Old Burnhamthorpe, Markland Wood, Etobicoke</div>')[0];
                popup_7465ae6fac904ef4afc8261721a2cc31.setContent(html_c842718f98f44f41a3fd18b0d94ef167);
            

            circle_marker_2b3205e8899d4da2a6858ff5b35d2146.bindPopup(popup_7465ae6fac904ef4afc8261721a2cc31);

            
        
    
            var circle_marker_9a6594a2ccbe44d4b95e84252094b3d3 = L.circleMarker(
                [43.7678,-79.1866],
                {
  "bubblingMouseEvents": true,
  "color": "#FF4040",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FF4040",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_d36c5933a4984c12a05cf8c0670c5bb9 = L.popup({maxWidth: '300'});

            
                var html_da4c8df3a6634db7bc9310e56848d487 = $('<div id="html_da4c8df3a6634db7bc9310e56848d487" style="width: 100.0%; height: 100.0%;">Guildwood, Morningside, West Hill, Scarborough</div>')[0];
                popup_d36c5933a4984c12a05cf8c0670c5bb9.setContent(html_da4c8df3a6634db7bc9310e56848d487);
            

            circle_marker_9a6594a2ccbe44d4b95e84252094b3d3.bindPopup(popup_d36c5933a4984c12a05cf8c0670c5bb9);

            
        
    
            var circle_marker_e1a7b1c437144a159a8c853f44c11da7 = L.circleMarker(
                [43.6784,-79.2941],
                {
  "bubblingMouseEvents": true,
  "color": "#9932CC",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#9932CC",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_96e138bf6af142f2825f4091264eae2a = L.popup({maxWidth: '300'});

            
                var html_c122eb6208d1499f8c68c3cfefcbc8af = $('<div id="html_c122eb6208d1499f8c68c3cfefcbc8af" style="width: 100.0%; height: 100.0%;">The Beaches, East Toronto</div>')[0];
                popup_96e138bf6af142f2825f4091264eae2a.setContent(html_c122eb6208d1499f8c68c3cfefcbc8af);
            

            circle_marker_e1a7b1c437144a159a8c853f44c11da7.bindPopup(popup_96e138bf6af142f2825f4091264eae2a);

            
        
    
            var circle_marker_5dd32c04a3304cd4b21e8a8f4fa63fbc = L.circleMarker(
                [43.6456,-79.3754],
                {
  "bubblingMouseEvents": true,
  "color": "#00CDCD",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00CDCD",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_d8ad4e9017a44e23af2c6adddcf9a8cf = L.popup({maxWidth: '300'});

            
                var html_d9c7851d89a44b1caaa1ad3c8d047500 = $('<div id="html_d9c7851d89a44b1caaa1ad3c8d047500" style="width: 100.0%; height: 100.0%;">Berczy Park, Downtown Toronto</div>')[0];
                popup_d8ad4e9017a44e23af2c6adddcf9a8cf.setContent(html_d9c7851d89a44b1caaa1ad3c8d047500);
            

            circle_marker_5dd32c04a3304cd4b21e8a8f4fa63fbc.bindPopup(popup_d8ad4e9017a44e23af2c6adddcf9a8cf);

            
        
    
            var circle_marker_0de0c2e517c14b329429b279db3ddfd5 = L.circleMarker(
                [43.6889,-79.4507],
                {
  "bubblingMouseEvents": true,
  "color": "#FF69B4",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FF69B4",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_4ea36dd020c44bb48662e826d00d4b70 = L.popup({maxWidth: '300'});

            
                var html_6afa1d57b5244c13a879d7b23bdabcea = $('<div id="html_6afa1d57b5244c13a879d7b23bdabcea" style="width: 100.0%; height: 100.0%;">Caledonia-Fairbanks, York</div>')[0];
                popup_4ea36dd020c44bb48662e826d00d4b70.setContent(html_6afa1d57b5244c13a879d7b23bdabcea);
            

            circle_marker_0de0c2e517c14b329429b279db3ddfd5.bindPopup(popup_4ea36dd020c44bb48662e826d00d4b70);

            
        
    
            var circle_marker_1ffed0b2b1d542e892c305488efe792f = L.circleMarker(
                [43.7712,-79.2144],
                {
  "bubblingMouseEvents": true,
  "color": "#FF4040",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FF4040",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_b84c009a626f4aa288c3d18ff3b80552 = L.popup({maxWidth: '300'});

            
                var html_397ba94ae3824f5b8ed740158b5a8b89 = $('<div id="html_397ba94ae3824f5b8ed740158b5a8b89" style="width: 100.0%; height: 100.0%;">Woburn, Scarborough</div>')[0];
                popup_b84c009a626f4aa288c3d18ff3b80552.setContent(html_397ba94ae3824f5b8ed740158b5a8b89);
            

            circle_marker_1ffed0b2b1d542e892c305488efe792f.bindPopup(popup_b84c009a626f4aa288c3d18ff3b80552);

            
        
    
            var circle_marker_c4076fa5068d4f5cbdfc4d7d34e48e12 = L.circleMarker(
                [43.7124,-79.3644],
                {
  "bubblingMouseEvents": true,
  "color": "#66CD00",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#66CD00",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_de82269ed75f4377a6bfcb300c295715 = L.popup({maxWidth: '300'});

            
                var html_fa4e1b05275949b7b06fbbead8543a1b = $('<div id="html_fa4e1b05275949b7b06fbbead8543a1b" style="width: 100.0%; height: 100.0%;">Leaside, East York</div>')[0];
                popup_de82269ed75f4377a6bfcb300c295715.setContent(html_fa4e1b05275949b7b06fbbead8543a1b);
            

            circle_marker_c4076fa5068d4f5cbdfc4d7d34e48e12.bindPopup(popup_de82269ed75f4377a6bfcb300c295715);

            
        
    
            var circle_marker_f2e52a5494c14b5485215e4d771c46e6 = L.circleMarker(
                [43.6564,-79.38600000000001],
                {
  "bubblingMouseEvents": true,
  "color": "#00CDCD",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00CDCD",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_fc31163555274bbfa054d536575a8321 = L.popup({maxWidth: '300'});

            
                var html_4b3d7d73178d460f8301090a898cca76 = $('<div id="html_4b3d7d73178d460f8301090a898cca76" style="width: 100.0%; height: 100.0%;">Central Bay Street, Downtown Toronto</div>')[0];
                popup_fc31163555274bbfa054d536575a8321.setContent(html_4b3d7d73178d460f8301090a898cca76);
            

            circle_marker_f2e52a5494c14b5485215e4d771c46e6.bindPopup(popup_fc31163555274bbfa054d536575a8321);

            
        
    
            var circle_marker_3db92cd7fe5e4fe39240d0bdb0e27763 = L.circleMarker(
                [43.6683,-79.4205],
                {
  "bubblingMouseEvents": true,
  "color": "#00CDCD",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00CDCD",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_0bdc65859bf64391b36fb74a68f1a2ea = L.popup({maxWidth: '300'});

            
                var html_e845b357c24e4deca23744d14ec45bb6 = $('<div id="html_e845b357c24e4deca23744d14ec45bb6" style="width: 100.0%; height: 100.0%;">Christie, Downtown Toronto</div>')[0];
                popup_0bdc65859bf64391b36fb74a68f1a2ea.setContent(html_e845b357c24e4deca23744d14ec45bb6);
            

            circle_marker_3db92cd7fe5e4fe39240d0bdb0e27763.bindPopup(popup_0bdc65859bf64391b36fb74a68f1a2ea);

            
        
    
            var circle_marker_f7619f8ec7814e15998eccb4a8bbe76a = L.circleMarker(
                [43.7686,-79.2389],
                {
  "bubblingMouseEvents": true,
  "color": "#FF4040",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FF4040",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_f83c6ec446984d09aab86d505067f436 = L.popup({maxWidth: '300'});

            
                var html_8b79098ac03e4d588d977a0cd85b1b3d = $('<div id="html_8b79098ac03e4d588d977a0cd85b1b3d" style="width: 100.0%; height: 100.0%;">Cedarbrae, Scarborough</div>')[0];
                popup_f83c6ec446984d09aab86d505067f436.setContent(html_8b79098ac03e4d588d977a0cd85b1b3d);
            

            circle_marker_f7619f8ec7814e15998eccb4a8bbe76a.bindPopup(popup_f83c6ec446984d09aab86d505067f436);

            
        
    
            var circle_marker_98bebafb9b59499c9ba5c05b21759a39 = L.circleMarker(
                [43.8015,-79.3577],
                {
  "bubblingMouseEvents": true,
  "color": "#EEC900",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#EEC900",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_09e0ab13e4fc47aa9863f90fbc178fe1 = L.popup({maxWidth: '300'});

            
                var html_539bc7f4142b4821864b9633e7092ffc = $('<div id="html_539bc7f4142b4821864b9633e7092ffc" style="width: 100.0%; height: 100.0%;">Hillcrest Village, North York</div>')[0];
                popup_09e0ab13e4fc47aa9863f90fbc178fe1.setContent(html_539bc7f4142b4821864b9633e7092ffc);
            

            circle_marker_98bebafb9b59499c9ba5c05b21759a39.bindPopup(popup_09e0ab13e4fc47aa9863f90fbc178fe1);

            
        
    
            var circle_marker_f48104e92e6b4db4881a8c0ea07d116d = L.circleMarker(
                [43.7535,-79.4472],
                {
  "bubblingMouseEvents": true,
  "color": "#EEC900",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#EEC900",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_b148fbddc1d44ac0bcdf643b56782025 = L.popup({maxWidth: '300'});

            
                var html_f40503f134584aac861839c8a97b9f32 = $('<div id="html_f40503f134584aac861839c8a97b9f32" style="width: 100.0%; height: 100.0%;">Bathurst Manor, Wilson Heights, Downsview North, North York</div>')[0];
                popup_b148fbddc1d44ac0bcdf643b56782025.setContent(html_f40503f134584aac861839c8a97b9f32);
            

            circle_marker_f48104e92e6b4db4881a8c0ea07d116d.bindPopup(popup_b148fbddc1d44ac0bcdf643b56782025);

            
        
    
            var circle_marker_98b93096385540ceac7fed88f644acd2 = L.circleMarker(
                [43.7059,-79.3464],
                {
  "bubblingMouseEvents": true,
  "color": "#66CD00",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#66CD00",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_bc2689d460344a3f9b0c1e8ba089063e = L.popup({maxWidth: '300'});

            
                var html_4972686a2d0149b4b13c8f70a3a69fe2 = $('<div id="html_4972686a2d0149b4b13c8f70a3a69fe2" style="width: 100.0%; height: 100.0%;">Thorncliffe Park, East York</div>')[0];
                popup_bc2689d460344a3f9b0c1e8ba089063e.setContent(html_4972686a2d0149b4b13c8f70a3a69fe2);
            

            circle_marker_98b93096385540ceac7fed88f644acd2.bindPopup(popup_bc2689d460344a3f9b0c1e8ba089063e);

            
        
    
            var circle_marker_10d1f93870e24509951e0c86e246f0c3 = L.circleMarker(
                [43.6496,-79.3833],
                {
  "bubblingMouseEvents": true,
  "color": "#00CDCD",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00CDCD",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_581e69e291624b43bea3da835dd3c39a = L.popup({maxWidth: '300'});

            
                var html_c09e3d6c187249f996f8410da4ca26be = $('<div id="html_c09e3d6c187249f996f8410da4ca26be" style="width: 100.0%; height: 100.0%;">Richmond, Adelaide, King, Downtown Toronto</div>')[0];
                popup_581e69e291624b43bea3da835dd3c39a.setContent(html_c09e3d6c187249f996f8410da4ca26be);
            

            circle_marker_10d1f93870e24509951e0c86e246f0c3.bindPopup(popup_581e69e291624b43bea3da835dd3c39a);

            
        
    
            var circle_marker_8f7c8ade23a84a8595bbb7b4a65462c2 = L.circleMarker(
                [43.6655,-79.4378],
                {
  "bubblingMouseEvents": true,
  "color": "#CAFF70",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#CAFF70",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_8aba377b4b164a93a21c3f55f8312da9 = L.popup({maxWidth: '300'});

            
                var html_5fac804311f047ab872670ee62881a6f = $('<div id="html_5fac804311f047ab872670ee62881a6f" style="width: 100.0%; height: 100.0%;">Dufferin, Dovercourt Village, West Toronto</div>')[0];
                popup_8aba377b4b164a93a21c3f55f8312da9.setContent(html_5fac804311f047ab872670ee62881a6f);
            

            circle_marker_8f7c8ade23a84a8595bbb7b4a65462c2.bindPopup(popup_8aba377b4b164a93a21c3f55f8312da9);

            
        
    
            var circle_marker_f99af22fb0c74738899ca005dae4d180 = L.circleMarker(
                [43.7464,-79.2323],
                {
  "bubblingMouseEvents": true,
  "color": "#FF4040",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FF4040",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_09e68ecf2ed94192b802bb8cae85ad9b = L.popup({maxWidth: '300'});

            
                var html_b8409664ea2148f0b8b0acb56a56e6eb = $('<div id="html_b8409664ea2148f0b8b0acb56a56e6eb" style="width: 100.0%; height: 100.0%;">Scarborough Village, Scarborough</div>')[0];
                popup_09e68ecf2ed94192b802bb8cae85ad9b.setContent(html_b8409664ea2148f0b8b0acb56a56e6eb);
            

            circle_marker_f99af22fb0c74738899ca005dae4d180.bindPopup(popup_09e68ecf2ed94192b802bb8cae85ad9b);

            
        
    
            var circle_marker_09e642a66d6b45219e84b812ec41885b = L.circleMarker(
                [43.7801,-79.3479],
                {
  "bubblingMouseEvents": true,
  "color": "#EEC900",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#EEC900",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_1f1e6c79040f454985361ee446d50334 = L.popup({maxWidth: '300'});

            
                var html_53008b3685b84234aa812dd709b6707c = $('<div id="html_53008b3685b84234aa812dd709b6707c" style="width: 100.0%; height: 100.0%;">Fairview, Henry Farm, Oriole, North York</div>')[0];
                popup_1f1e6c79040f454985361ee446d50334.setContent(html_53008b3685b84234aa812dd709b6707c);
            

            circle_marker_09e642a66d6b45219e84b812ec41885b.bindPopup(popup_1f1e6c79040f454985361ee446d50334);

            
        
    
            var circle_marker_d5ab14622f604dafb92fc71efec4aecd = L.circleMarker(
                [43.7694,-79.4921],
                {
  "bubblingMouseEvents": true,
  "color": "#EEC900",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#EEC900",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_68f6319504204a7fb7d0cb70f609f645 = L.popup({maxWidth: '300'});

            
                var html_a2853db42a004335a89bb7da0a0de0cb = $('<div id="html_a2853db42a004335a89bb7da0a0de0cb" style="width: 100.0%; height: 100.0%;">Northwood Park, York University, North York</div>')[0];
                popup_68f6319504204a7fb7d0cb70f609f645.setContent(html_a2853db42a004335a89bb7da0a0de0cb);
            

            circle_marker_d5ab14622f604dafb92fc71efec4aecd.bindPopup(popup_68f6319504204a7fb7d0cb70f609f645);

            
        
    
            var circle_marker_419eaa4d6a15485baec58a50edc5224f = L.circleMarker(
                [43.6872,-79.3368],
                {
  "bubblingMouseEvents": true,
  "color": "#66CD00",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#66CD00",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_e48a89c36af14b88bc1104709578b17e = L.popup({maxWidth: '300'});

            
                var html_7770e62bebd942f1b8fdd22441ab3d41 = $('<div id="html_7770e62bebd942f1b8fdd22441ab3d41" style="width: 100.0%; height: 100.0%;">East Toronto, Broadview North (Old East York), East York</div>')[0];
                popup_e48a89c36af14b88bc1104709578b17e.setContent(html_7770e62bebd942f1b8fdd22441ab3d41);
            

            circle_marker_419eaa4d6a15485baec58a50edc5224f.bindPopup(popup_e48a89c36af14b88bc1104709578b17e);

            
        
    
            var circle_marker_49bc7ff0cdff4332a307b47fcd7b7460 = L.circleMarker(
                [43.623000000000005,-79.3936],
                {
  "bubblingMouseEvents": true,
  "color": "#00CDCD",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00CDCD",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_0c0dee5eca204defba412dbe48e0c162 = L.popup({maxWidth: '300'});

            
                var html_d947027de73f4f359223284d8fa5843a = $('<div id="html_d947027de73f4f359223284d8fa5843a" style="width: 100.0%; height: 100.0%;">Harbourfront East, Union Station, Toronto Islands, Downtown Toronto</div>')[0];
                popup_0c0dee5eca204defba412dbe48e0c162.setContent(html_d947027de73f4f359223284d8fa5843a);
            

            circle_marker_49bc7ff0cdff4332a307b47fcd7b7460.bindPopup(popup_0c0dee5eca204defba412dbe48e0c162);

            
        
    
            var circle_marker_6d7d9d2b8e9741eb8a59f2dfaf21ee1c = L.circleMarker(
                [43.648,-79.4177],
                {
  "bubblingMouseEvents": true,
  "color": "#CAFF70",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#CAFF70",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_b7c93d4b53f74b0d911c834c52a71eea = L.popup({maxWidth: '300'});

            
                var html_f0a64251b53b43a7a613706754272eb0 = $('<div id="html_f0a64251b53b43a7a613706754272eb0" style="width: 100.0%; height: 100.0%;">Little Portugal, Trinity, West Toronto</div>')[0];
                popup_b7c93d4b53f74b0d911c834c52a71eea.setContent(html_f0a64251b53b43a7a613706754272eb0);
            

            circle_marker_6d7d9d2b8e9741eb8a59f2dfaf21ee1c.bindPopup(popup_b7c93d4b53f74b0d911c834c52a71eea);

            
        
    
            var circle_marker_409dea5fffd247b0a8b755483a5eb6a6 = L.circleMarker(
                [43.7298,-79.2639],
                {
  "bubblingMouseEvents": true,
  "color": "#FF4040",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FF4040",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_0c2a9b0a47b642e0a129f5050afa7506 = L.popup({maxWidth: '300'});

            
                var html_8f890da111c84197bf775f66c04965f4 = $('<div id="html_8f890da111c84197bf775f66c04965f4" style="width: 100.0%; height: 100.0%;">Kennedy Park, Ionview, East Birchmount Park, Scarborough</div>')[0];
                popup_0c2a9b0a47b642e0a129f5050afa7506.setContent(html_8f890da111c84197bf775f66c04965f4);
            

            circle_marker_409dea5fffd247b0a8b755483a5eb6a6.bindPopup(popup_0c2a9b0a47b642e0a129f5050afa7506);

            
        
    
            var circle_marker_0ecb6761d17c4c13a839b95a39510306 = L.circleMarker(
                [43.7797,-79.3813],
                {
  "bubblingMouseEvents": true,
  "color": "#EEC900",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#EEC900",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_9be3bc10705c44d5b53a2b655b6132e7 = L.popup({maxWidth: '300'});

            
                var html_6bbbbc48618b42b3a2db94b4648007cc = $('<div id="html_6bbbbc48618b42b3a2db94b4648007cc" style="width: 100.0%; height: 100.0%;">Bayview Village, North York</div>')[0];
                popup_9be3bc10705c44d5b53a2b655b6132e7.setContent(html_6bbbbc48618b42b3a2db94b4648007cc);
            

            circle_marker_0ecb6761d17c4c13a839b95a39510306.bindPopup(popup_9be3bc10705c44d5b53a2b655b6132e7);

            
        
    
            var circle_marker_b4acb5ce335e4f84af1dc051e1c49d30 = L.circleMarker(
                [43.739,-79.4692],
                {
  "bubblingMouseEvents": true,
  "color": "#EEC900",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#EEC900",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_347e7d0c6c774418a7fa45542c9342b4 = L.popup({maxWidth: '300'});

            
                var html_0a6a00f690754a958d63cc532a1d2625 = $('<div id="html_0a6a00f690754a958d63cc532a1d2625" style="width: 100.0%; height: 100.0%;">Downsview, North York</div>')[0];
                popup_347e7d0c6c774418a7fa45542c9342b4.setContent(html_0a6a00f690754a958d63cc532a1d2625);
            

            circle_marker_b4acb5ce335e4f84af1dc051e1c49d30.bindPopup(popup_347e7d0c6c774418a7fa45542c9342b4);

            
        
    
            var circle_marker_5986ef0807f74fcb8a8ea4c40071b1d9 = L.circleMarker(
                [43.6803,-79.3538],
                {
  "bubblingMouseEvents": true,
  "color": "#9932CC",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#9932CC",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_f961bf6427cf48d3951c2ad35807f716 = L.popup({maxWidth: '300'});

            
                var html_cb6e97c44143492095efb2879514fb5d = $('<div id="html_cb6e97c44143492095efb2879514fb5d" style="width: 100.0%; height: 100.0%;">The Danforth West, Riverdale, East Toronto</div>')[0];
                popup_f961bf6427cf48d3951c2ad35807f716.setContent(html_cb6e97c44143492095efb2879514fb5d);
            

            circle_marker_5986ef0807f74fcb8a8ea4c40071b1d9.bindPopup(popup_f961bf6427cf48d3951c2ad35807f716);

            
        
    
            var circle_marker_18d23ffb937942768285fd55e3ee0780 = L.circleMarker(
                [43.6469,-79.3823],
                {
  "bubblingMouseEvents": true,
  "color": "#00CDCD",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00CDCD",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_3a7402178ff14a5180f342de14d22d57 = L.popup({maxWidth: '300'});

            
                var html_5fd6a3c59b774c699ebca14ae27186e4 = $('<div id="html_5fd6a3c59b774c699ebca14ae27186e4" style="width: 100.0%; height: 100.0%;">Toronto Dominion Centre, Design Exchange, Downtown Toronto</div>')[0];
                popup_3a7402178ff14a5180f342de14d22d57.setContent(html_5fd6a3c59b774c699ebca14ae27186e4);
            

            circle_marker_18d23ffb937942768285fd55e3ee0780.bindPopup(popup_3a7402178ff14a5180f342de14d22d57);

            
        
    
            var circle_marker_8e1ce8ca97394c65b039c98d2198e4d4 = L.circleMarker(
                [43.6383,-79.4301],
                {
  "bubblingMouseEvents": true,
  "color": "#CAFF70",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#CAFF70",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_833f499abb624ae08db1e46062e791a2 = L.popup({maxWidth: '300'});

            
                var html_6b5d02dd97c44e52bfba3458f9a0f723 = $('<div id="html_6b5d02dd97c44e52bfba3458f9a0f723" style="width: 100.0%; height: 100.0%;">Brockton, Parkdale Village, Exhibition Place, West Toronto</div>')[0];
                popup_833f499abb624ae08db1e46062e791a2.setContent(html_6b5d02dd97c44e52bfba3458f9a0f723);
            

            circle_marker_8e1ce8ca97394c65b039c98d2198e4d4.bindPopup(popup_833f499abb624ae08db1e46062e791a2);

            
        
    
            var circle_marker_2a73b7b3c7cc457ab28fd7497093b429 = L.circleMarker(
                [43.7122,-79.2843],
                {
  "bubblingMouseEvents": true,
  "color": "#FF4040",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FF4040",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_1c71595fd13e4c178cf052a74478f5ad = L.popup({maxWidth: '300'});

            
                var html_f511c5ca70ec41b5ab1d92ca75c11f17 = $('<div id="html_f511c5ca70ec41b5ab1d92ca75c11f17" style="width: 100.0%; height: 100.0%;">Golden Mile, Clairlea, Oakridge, Scarborough</div>')[0];
                popup_1c71595fd13e4c178cf052a74478f5ad.setContent(html_f511c5ca70ec41b5ab1d92ca75c11f17);
            

            circle_marker_2a73b7b3c7cc457ab28fd7497093b429.bindPopup(popup_1c71595fd13e4c178cf052a74478f5ad);

            
        
    
            var circle_marker_8cd8d1f2534f4e98bab9b3c2ef5089e0 = L.circleMarker(
                [43.7547,-79.3764],
                {
  "bubblingMouseEvents": true,
  "color": "#EEC900",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#EEC900",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_584b4dbae7a648a88a1613d252ec5bda = L.popup({maxWidth: '300'});

            
                var html_7d488362a3f44733aff74ce3de05e620 = $('<div id="html_7d488362a3f44733aff74ce3de05e620" style="width: 100.0%; height: 100.0%;">York Mills, Silver Hills, North York</div>')[0];
                popup_584b4dbae7a648a88a1613d252ec5bda.setContent(html_7d488362a3f44733aff74ce3de05e620);
            

            circle_marker_8cd8d1f2534f4e98bab9b3c2ef5089e0.bindPopup(popup_584b4dbae7a648a88a1613d252ec5bda);

            
        
    
            var circle_marker_c0644d107f1b4db693e06f69e75e7988 = L.circleMarker(
                [43.7334,-79.5116],
                {
  "bubblingMouseEvents": true,
  "color": "#EEC900",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#EEC900",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_affc997e2a6942ec8668ec7eb6dad375 = L.popup({maxWidth: '300'});

            
                var html_f50b91b9961a433ca68d3d0162926dec = $('<div id="html_f50b91b9961a433ca68d3d0162926dec" style="width: 100.0%; height: 100.0%;">Downsview, North York</div>')[0];
                popup_affc997e2a6942ec8668ec7eb6dad375.setContent(html_f50b91b9961a433ca68d3d0162926dec);
            

            circle_marker_c0644d107f1b4db693e06f69e75e7988.bindPopup(popup_affc997e2a6942ec8668ec7eb6dad375);

            
        
    
            var circle_marker_3be7574bb7fe41a7bb859ae05d5b358a = L.circleMarker(
                [43.6693,-79.3155],
                {
  "bubblingMouseEvents": true,
  "color": "#9932CC",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#9932CC",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_0eaf7c6d574042609e15028eb21e586f = L.popup({maxWidth: '300'});

            
                var html_205a22ca77de4ff7a25341ec208e8847 = $('<div id="html_205a22ca77de4ff7a25341ec208e8847" style="width: 100.0%; height: 100.0%;">India Bazaar, The Beaches West, East Toronto</div>')[0];
                popup_0eaf7c6d574042609e15028eb21e586f.setContent(html_205a22ca77de4ff7a25341ec208e8847);
            

            circle_marker_3be7574bb7fe41a7bb859ae05d5b358a.bindPopup(popup_0eaf7c6d574042609e15028eb21e586f);

            
        
    
            var circle_marker_4b681dc78794438b83382172b5979d23 = L.circleMarker(
                [43.6492,-79.3823],
                {
  "bubblingMouseEvents": true,
  "color": "#00CDCD",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00CDCD",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_cc63a6939f4d4ea6824d9cfbc8b3545c = L.popup({maxWidth: '300'});

            
                var html_274412f1daf04edaa706d46c13e20f7d = $('<div id="html_274412f1daf04edaa706d46c13e20f7d" style="width: 100.0%; height: 100.0%;">Commerce Court, Victoria Hotel, Downtown Toronto</div>')[0];
                popup_cc63a6939f4d4ea6824d9cfbc8b3545c.setContent(html_274412f1daf04edaa706d46c13e20f7d);
            

            circle_marker_4b681dc78794438b83382172b5979d23.bindPopup(popup_cc63a6939f4d4ea6824d9cfbc8b3545c);

            
        
    
            var circle_marker_2e74c9d07c5b4bbca33733a7f5d49d72 = L.circleMarker(
                [43.7137,-79.4869],
                {
  "bubblingMouseEvents": true,
  "color": "#EEC900",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#EEC900",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_6fd26d3434ac4eb8964540c308bd00a0 = L.popup({maxWidth: '300'});

            
                var html_a6fc175b0de84a868d4d8ad28e5db861 = $('<div id="html_a6fc175b0de84a868d4d8ad28e5db861" style="width: 100.0%; height: 100.0%;">North Park, Maple Leaf Park, Upwood Park, North York</div>')[0];
                popup_6fd26d3434ac4eb8964540c308bd00a0.setContent(html_a6fc175b0de84a868d4d8ad28e5db861);
            

            circle_marker_2e74c9d07c5b4bbca33733a7f5d49d72.bindPopup(popup_6fd26d3434ac4eb8964540c308bd00a0);

            
        
    
            var circle_marker_fdf81d09d550420c8b73021966c59e82 = L.circleMarker(
                [43.7598,-79.5565],
                {
  "bubblingMouseEvents": true,
  "color": "#EEC900",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#EEC900",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_14765b7efb9f4fa0972a7b2745b7a008 = L.popup({maxWidth: '300'});

            
                var html_094d5b3ca277430c9a53b34b5fde1ba9 = $('<div id="html_094d5b3ca277430c9a53b34b5fde1ba9" style="width: 100.0%; height: 100.0%;">Humber Summit, North York</div>')[0];
                popup_14765b7efb9f4fa0972a7b2745b7a008.setContent(html_094d5b3ca277430c9a53b34b5fde1ba9);
            

            circle_marker_fdf81d09d550420c8b73021966c59e82.bindPopup(popup_14765b7efb9f4fa0972a7b2745b7a008);

            
        
    
            var circle_marker_907197a4d97d453f8b7357a98a216751 = L.circleMarker(
                [43.7247,-79.2312],
                {
  "bubblingMouseEvents": true,
  "color": "#FF4040",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FF4040",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_fa72f2007a2f4d1ab8a8472ce40be820 = L.popup({maxWidth: '300'});

            
                var html_87955d614b6549e9863834f33ad74c05 = $('<div id="html_87955d614b6549e9863834f33ad74c05" style="width: 100.0%; height: 100.0%;">Cliffside, Cliffcrest, Scarborough Village West, Scarborough</div>')[0];
                popup_fa72f2007a2f4d1ab8a8472ce40be820.setContent(html_87955d614b6549e9863834f33ad74c05);
            

            circle_marker_907197a4d97d453f8b7357a98a216751.bindPopup(popup_fa72f2007a2f4d1ab8a8472ce40be820);

            
        
    
            var circle_marker_935bb9c81d57444e8963dbeb749b614c = L.circleMarker(
                [43.7915,-79.4103],
                {
  "bubblingMouseEvents": true,
  "color": "#EEC900",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#EEC900",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_de7cbd30c0404f9eb56e8b9da71403a9 = L.popup({maxWidth: '300'});

            
                var html_d4f879101b8f4642b24eb4f4886298ec = $('<div id="html_d4f879101b8f4642b24eb4f4886298ec" style="width: 100.0%; height: 100.0%;">Willowdale, Newtonbrook, North York</div>')[0];
                popup_de7cbd30c0404f9eb56e8b9da71403a9.setContent(html_d4f879101b8f4642b24eb4f4886298ec);
            

            circle_marker_935bb9c81d57444e8963dbeb749b614c.bindPopup(popup_de7cbd30c0404f9eb56e8b9da71403a9);

            
        
    
            var circle_marker_ad7bc62f88934986b09d763df922ee8e = L.circleMarker(
                [43.7319,-79.4928],
                {
  "bubblingMouseEvents": true,
  "color": "#EEC900",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#EEC900",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_22236511dd674a5281132964ec05d6b5 = L.popup({maxWidth: '300'});

            
                var html_1420364948d84f3b96d05a1a5c437599 = $('<div id="html_1420364948d84f3b96d05a1a5c437599" style="width: 100.0%; height: 100.0%;">Downsview, North York</div>')[0];
                popup_22236511dd674a5281132964ec05d6b5.setContent(html_1420364948d84f3b96d05a1a5c437599);
            

            circle_marker_ad7bc62f88934986b09d763df922ee8e.bindPopup(popup_22236511dd674a5281132964ec05d6b5);

            
        
    
            var circle_marker_b55cd59b3daf4158b44297ec321e76bf = L.circleMarker(
                [43.6561,-79.3406],
                {
  "bubblingMouseEvents": true,
  "color": "#9932CC",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#9932CC",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_7f73f524814d4cdababf4af7be38b91d = L.popup({maxWidth: '300'});

            
                var html_ea5f6b387868463b86cf6bc7088783e4 = $('<div id="html_ea5f6b387868463b86cf6bc7088783e4" style="width: 100.0%; height: 100.0%;">Studio District, East Toronto</div>')[0];
                popup_7f73f524814d4cdababf4af7be38b91d.setContent(html_ea5f6b387868463b86cf6bc7088783e4);
            

            circle_marker_b55cd59b3daf4158b44297ec321e76bf.bindPopup(popup_7f73f524814d4cdababf4af7be38b91d);

            
        
    
            var circle_marker_518312f8af664b82a514ca22004c2514 = L.circleMarker(
                [43.7335,-79.4177],
                {
  "bubblingMouseEvents": true,
  "color": "#EEC900",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#EEC900",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_f15ed6f96cdd47ab85d96d674c395082 = L.popup({maxWidth: '300'});

            
                var html_ce7299179f7442b0940da2b6502be542 = $('<div id="html_ce7299179f7442b0940da2b6502be542" style="width: 100.0%; height: 100.0%;">Bedford Park, Lawrence Manor East, North York</div>')[0];
                popup_f15ed6f96cdd47ab85d96d674c395082.setContent(html_ce7299179f7442b0940da2b6502be542);
            

            circle_marker_518312f8af664b82a514ca22004c2514.bindPopup(popup_f15ed6f96cdd47ab85d96d674c395082);

            
        
    
            var circle_marker_fd05feac6ef64a178b30af55301a6994 = L.circleMarker(
                [43.6934,-79.4857],
                {
  "bubblingMouseEvents": true,
  "color": "#FF69B4",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FF69B4",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_6868fe0630c7489ea062a6d3c5d329b3 = L.popup({maxWidth: '300'});

            
                var html_fab09f8594964e8cb9120c75a30a44de = $('<div id="html_fab09f8594964e8cb9120c75a30a44de" style="width: 100.0%; height: 100.0%;">Del Ray, Mount Dennis, Keelsdale and Silverthorn, York</div>')[0];
                popup_6868fe0630c7489ea062a6d3c5d329b3.setContent(html_fab09f8594964e8cb9120c75a30a44de);
            

            circle_marker_fd05feac6ef64a178b30af55301a6994.bindPopup(popup_6868fe0630c7489ea062a6d3c5d329b3);

            
        
    
            var circle_marker_6bfac2141fbf4160942ef7edc8a8da48 = L.circleMarker(
                [43.7366,-79.5401],
                {
  "bubblingMouseEvents": true,
  "color": "#EEC900",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#EEC900",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_7854dbdf6a2e4d1b9b32551e47e775ae = L.popup({maxWidth: '300'});

            
                var html_c0bfa14769574f6dac76ed9bf94fe19e = $('<div id="html_c0bfa14769574f6dac76ed9bf94fe19e" style="width: 100.0%; height: 100.0%;">Humberlea, Emery, North York</div>')[0];
                popup_7854dbdf6a2e4d1b9b32551e47e775ae.setContent(html_c0bfa14769574f6dac76ed9bf94fe19e);
            

            circle_marker_6bfac2141fbf4160942ef7edc8a8da48.bindPopup(popup_7854dbdf6a2e4d1b9b32551e47e775ae);

            
        
    
            var circle_marker_e7117f13474d4ba1a91aa5953f71266e = L.circleMarker(
                [43.6952,-79.2646],
                {
  "bubblingMouseEvents": true,
  "color": "#FF4040",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FF4040",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_130f2f47e74b4a5baafea0e578f8d322 = L.popup({maxWidth: '300'});

            
                var html_bdb34ff0da30441fb438438bf142c16c = $('<div id="html_bdb34ff0da30441fb438438bf142c16c" style="width: 100.0%; height: 100.0%;">Birch Cliff, Cliffside West, Scarborough</div>')[0];
                popup_130f2f47e74b4a5baafea0e578f8d322.setContent(html_bdb34ff0da30441fb438438bf142c16c);
            

            circle_marker_e7117f13474d4ba1a91aa5953f71266e.bindPopup(popup_130f2f47e74b4a5baafea0e578f8d322);

            
        
    
            var circle_marker_ba1b5e07dd5d43ecbe1c23eeb923df43 = L.circleMarker(
                [43.7673,-79.4111],
                {
  "bubblingMouseEvents": true,
  "color": "#EEC900",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#EEC900",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_de89889858654a66ad96aae7466f0438 = L.popup({maxWidth: '300'});

            
                var html_dad85819c7df41d6a056deb70b4a66d6 = $('<div id="html_dad85819c7df41d6a056deb70b4a66d6" style="width: 100.0%; height: 100.0%;">Willowdale, Willowdale East, North York</div>')[0];
                popup_de89889858654a66ad96aae7466f0438.setContent(html_dad85819c7df41d6a056deb70b4a66d6);
            

            circle_marker_ba1b5e07dd5d43ecbe1c23eeb923df43.bindPopup(popup_de89889858654a66ad96aae7466f0438);

            
        
    
            var circle_marker_d614be9ef1764810b8dd6c4afaf27d74 = L.circleMarker(
                [43.7568,-79.521],
                {
  "bubblingMouseEvents": true,
  "color": "#EEC900",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#EEC900",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_ccb3c65707fe48339ca4a38d9195cba7 = L.popup({maxWidth: '300'});

            
                var html_1a31ad44acc947569536910e371f069c = $('<div id="html_1a31ad44acc947569536910e371f069c" style="width: 100.0%; height: 100.0%;">Downsview, North York</div>')[0];
                popup_ccb3c65707fe48339ca4a38d9195cba7.setContent(html_1a31ad44acc947569536910e371f069c);
            

            circle_marker_d614be9ef1764810b8dd6c4afaf27d74.bindPopup(popup_ccb3c65707fe48339ca4a38d9195cba7);

            
        
    
            var circle_marker_6875c529a2c044a3b4683158cfdbd493 = L.circleMarker(
                [43.7301,-79.3935],
                {
  "bubblingMouseEvents": true,
  "color": "#FFFFE0",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FFFFE0",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_7e51cee2a3064897818616fd75eac487 = L.popup({maxWidth: '300'});

            
                var html_ca62072fd15c4b959ed5c55ba6bc4676 = $('<div id="html_ca62072fd15c4b959ed5c55ba6bc4676" style="width: 100.0%; height: 100.0%;">Lawrence Park, Central Toronto</div>')[0];
                popup_7e51cee2a3064897818616fd75eac487.setContent(html_ca62072fd15c4b959ed5c55ba6bc4676);
            

            circle_marker_6875c529a2c044a3b4683158cfdbd493.bindPopup(popup_7e51cee2a3064897818616fd75eac487);

            
        
    
            var circle_marker_f359a315dde647e1b335a5862cd585c2 = L.circleMarker(
                [43.7113,-79.4195],
                {
  "bubblingMouseEvents": true,
  "color": "#FFFFE0",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FFFFE0",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_ead588905f254689982c4e1185cd2b74 = L.popup({maxWidth: '300'});

            
                var html_3d21356b25df4a54a4ed3b5d3870a17b = $('<div id="html_3d21356b25df4a54a4ed3b5d3870a17b" style="width: 100.0%; height: 100.0%;">Roselawn, Central Toronto</div>')[0];
                popup_ead588905f254689982c4e1185cd2b74.setContent(html_3d21356b25df4a54a4ed3b5d3870a17b);
            

            circle_marker_f359a315dde647e1b335a5862cd585c2.bindPopup(popup_ead588905f254689982c4e1185cd2b74);

            
        
    
            var circle_marker_2d6924c91b054904bf209a5561614b57 = L.circleMarker(
                [43.6748,-79.4839],
                {
  "bubblingMouseEvents": true,
  "color": "#FF69B4",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FF69B4",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_a55b7c60a6cf4cb3b18c743de76a1f78 = L.popup({maxWidth: '300'});

            
                var html_809c7ecc65a24913bfc93da4e9c03f3a = $('<div id="html_809c7ecc65a24913bfc93da4e9c03f3a" style="width: 100.0%; height: 100.0%;">Runnymede, The Junction North, York</div>')[0];
                popup_a55b7c60a6cf4cb3b18c743de76a1f78.setContent(html_809c7ecc65a24913bfc93da4e9c03f3a);
            

            circle_marker_2d6924c91b054904bf209a5561614b57.bindPopup(popup_a55b7c60a6cf4cb3b18c743de76a1f78);

            
        
    
            var circle_marker_96f6f21b2c194d618323147de1486825 = L.circleMarker(
                [43.7068,-79.517],
                {
  "bubblingMouseEvents": true,
  "color": "#FF69B4",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FF69B4",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_4d8c6c293d2e440cbd0908855eba9cf4 = L.popup({maxWidth: '300'});

            
                var html_464e8cb7a5e846faa3054db1ccf564b7 = $('<div id="html_464e8cb7a5e846faa3054db1ccf564b7" style="width: 100.0%; height: 100.0%;">Weston, York</div>')[0];
                popup_4d8c6c293d2e440cbd0908855eba9cf4.setContent(html_464e8cb7a5e846faa3054db1ccf564b7);
            

            circle_marker_96f6f21b2c194d618323147de1486825.bindPopup(popup_4d8c6c293d2e440cbd0908855eba9cf4);

            
        
    
            var circle_marker_1ce2718c6f9949a49e637aa90b714ec1 = L.circleMarker(
                [43.7612,-79.2707],
                {
  "bubblingMouseEvents": true,
  "color": "#FF4040",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FF4040",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_cdf0000e380c4e0ca250ac6007133147 = L.popup({maxWidth: '300'});

            
                var html_9dabe64ab24c4685badc9b7ef076ad2b = $('<div id="html_9dabe64ab24c4685badc9b7ef076ad2b" style="width: 100.0%; height: 100.0%;">Dorset Park, Wexford Heights, Scarborough Town Centre, Scarborough</div>')[0];
                popup_cdf0000e380c4e0ca250ac6007133147.setContent(html_9dabe64ab24c4685badc9b7ef076ad2b);
            

            circle_marker_1ce2718c6f9949a49e637aa90b714ec1.bindPopup(popup_cdf0000e380c4e0ca250ac6007133147);

            
        
    
            var circle_marker_ff307e65715c48bfab442a521cff31fc = L.circleMarker(
                [43.75,-79.3978],
                {
  "bubblingMouseEvents": true,
  "color": "#EEC900",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#EEC900",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_4bc8767228f4413eab2b75509d1ec33c = L.popup({maxWidth: '300'});

            
                var html_d996743aad1e440b90123d51dd2c2e2a = $('<div id="html_d996743aad1e440b90123d51dd2c2e2a" style="width: 100.0%; height: 100.0%;">York Mills West, North York</div>')[0];
                popup_4bc8767228f4413eab2b75509d1ec33c.setContent(html_d996743aad1e440b90123d51dd2c2e2a);
            

            circle_marker_ff307e65715c48bfab442a521cff31fc.bindPopup(popup_4bc8767228f4413eab2b75509d1ec33c);

            
        
    
            var circle_marker_d7a71993c8a747a9bf527acdbc2d1fe8 = L.circleMarker(
                [43.7135,-79.3887],
                {
  "bubblingMouseEvents": true,
  "color": "#FFFFE0",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FFFFE0",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_b576423658ad44d783be12a648f644b7 = L.popup({maxWidth: '300'});

            
                var html_29d3ce47f9784d48ade34cbf2866033b = $('<div id="html_29d3ce47f9784d48ade34cbf2866033b" style="width: 100.0%; height: 100.0%;">Davisville North, Central Toronto</div>')[0];
                popup_b576423658ad44d783be12a648f644b7.setContent(html_29d3ce47f9784d48ade34cbf2866033b);
            

            circle_marker_d7a71993c8a747a9bf527acdbc2d1fe8.bindPopup(popup_b576423658ad44d783be12a648f644b7);

            
        
    
            var circle_marker_270e6338d8554bfdadd0648341ef50a4 = L.circleMarker(
                [43.6966,-79.41199999999999],
                {
  "bubblingMouseEvents": true,
  "color": "#FFFFE0",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FFFFE0",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_9b806b73d08142c5bfb216c6c768653a = L.popup({maxWidth: '300'});

            
                var html_f949e87364eb47a98805b61517ad426f = $('<div id="html_f949e87364eb47a98805b61517ad426f" style="width: 100.0%; height: 100.0%;">Forest Hill North &amp; West, Forest Hill Road Park, Central Toronto</div>')[0];
                popup_9b806b73d08142c5bfb216c6c768653a.setContent(html_f949e87364eb47a98805b61517ad426f);
            

            circle_marker_270e6338d8554bfdadd0648341ef50a4.bindPopup(popup_9b806b73d08142c5bfb216c6c768653a);

            
        
    
            var circle_marker_38b2a6e160044602bd4c128bf87c3275 = L.circleMarker(
                [43.6605,-79.4633],
                {
  "bubblingMouseEvents": true,
  "color": "#CAFF70",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#CAFF70",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_aa175c1cd70544b98fa7f72e780537b7 = L.popup({maxWidth: '300'});

            
                var html_bff19f0cea144cfab0da7ffab04df8cd = $('<div id="html_bff19f0cea144cfab0da7ffab04df8cd" style="width: 100.0%; height: 100.0%;">High Park, The Junction South, West Toronto</div>')[0];
                popup_aa175c1cd70544b98fa7f72e780537b7.setContent(html_bff19f0cea144cfab0da7ffab04df8cd);
            

            circle_marker_38b2a6e160044602bd4c128bf87c3275.bindPopup(popup_aa175c1cd70544b98fa7f72e780537b7);

            
        
    
            var circle_marker_e24fbc1482b14968a312bdb3531b53b0 = L.circleMarker(
                [43.6949,-79.5323],
                {
  "bubblingMouseEvents": true,
  "color": "#0000FF",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#0000FF",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_05dc3ac7176447e7b0395feb6562d341 = L.popup({maxWidth: '300'});

            
                var html_f53551645ce54b79afe84f3a93652801 = $('<div id="html_f53551645ce54b79afe84f3a93652801" style="width: 100.0%; height: 100.0%;">Westmount, Etobicoke</div>')[0];
                popup_05dc3ac7176447e7b0395feb6562d341.setContent(html_f53551645ce54b79afe84f3a93652801);
            

            circle_marker_e24fbc1482b14968a312bdb3531b53b0.bindPopup(popup_05dc3ac7176447e7b0395feb6562d341);

            
        
    
            var circle_marker_e008c6a9b2f44f2fb8472292ed25ba07 = L.circleMarker(
                [43.7507,-79.3003],
                {
  "bubblingMouseEvents": true,
  "color": "#FF4040",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FF4040",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_da4e298107a642fcaff716ab4ecf269c = L.popup({maxWidth: '300'});

            
                var html_7b85b4b0d635412ab01b44478bc0c253 = $('<div id="html_7b85b4b0d635412ab01b44478bc0c253" style="width: 100.0%; height: 100.0%;">Wexford, Maryvale, Scarborough</div>')[0];
                popup_da4e298107a642fcaff716ab4ecf269c.setContent(html_7b85b4b0d635412ab01b44478bc0c253);
            

            circle_marker_e008c6a9b2f44f2fb8472292ed25ba07.bindPopup(popup_da4e298107a642fcaff716ab4ecf269c);

            
        
    
            var circle_marker_dd2123568885422d8cb3cff2f6dd9235 = L.circleMarker(
                [43.7786,-79.445],
                {
  "bubblingMouseEvents": true,
  "color": "#EEC900",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#EEC900",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_c56a50aa41424014b5cc27af2a6eb766 = L.popup({maxWidth: '300'});

            
                var html_38911a698bf94810befac066ff5de538 = $('<div id="html_38911a698bf94810befac066ff5de538" style="width: 100.0%; height: 100.0%;">Willowdale, Willowdale West, North York</div>')[0];
                popup_c56a50aa41424014b5cc27af2a6eb766.setContent(html_38911a698bf94810befac066ff5de538);
            

            circle_marker_dd2123568885422d8cb3cff2f6dd9235.bindPopup(popup_c56a50aa41424014b5cc27af2a6eb766);

            
        
    
            var circle_marker_29bf258a6b1f46a59d776c204df2be1c = L.circleMarker(
                [43.7143,-79.4065],
                {
  "bubblingMouseEvents": true,
  "color": "#FFFFE0",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FFFFE0",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_25bde0e15ad64518ba6640f0970f9616 = L.popup({maxWidth: '300'});

            
                var html_a5ac842dbdc04357ad097972ba63a48c = $('<div id="html_a5ac842dbdc04357ad097972ba63a48c" style="width: 100.0%; height: 100.0%;">North Toronto West,  Lawrence Park, Central Toronto</div>')[0];
                popup_25bde0e15ad64518ba6640f0970f9616.setContent(html_a5ac842dbdc04357ad097972ba63a48c);
            

            circle_marker_29bf258a6b1f46a59d776c204df2be1c.bindPopup(popup_25bde0e15ad64518ba6640f0970f9616);

            
        
    
            var circle_marker_0dd9c2e9aa1f40c7b4686606ac64072a = L.circleMarker(
                [43.6736,-79.4035],
                {
  "bubblingMouseEvents": true,
  "color": "#FFFFE0",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FFFFE0",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_a8e66a04647f481ab74bbf198eddd6b2 = L.popup({maxWidth: '300'});

            
                var html_1ea6f6c0b5fd43278f6cd79fcc87f4ca = $('<div id="html_1ea6f6c0b5fd43278f6cd79fcc87f4ca" style="width: 100.0%; height: 100.0%;">The Annex, North Midtown, Yorkville, Central Toronto</div>')[0];
                popup_a8e66a04647f481ab74bbf198eddd6b2.setContent(html_1ea6f6c0b5fd43278f6cd79fcc87f4ca);
            

            circle_marker_0dd9c2e9aa1f40c7b4686606ac64072a.bindPopup(popup_a8e66a04647f481ab74bbf198eddd6b2);

            
        
    
            var circle_marker_ce355cb7eabe4b389591e18df4ee48fc = L.circleMarker(
                [43.6469,-79.4521],
                {
  "bubblingMouseEvents": true,
  "color": "#CAFF70",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#CAFF70",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_9b57a6a08b2641cbb633785a9c4a64df = L.popup({maxWidth: '300'});

            
                var html_e6b475f13a964f1e8eccbb0833b218b2 = $('<div id="html_e6b475f13a964f1e8eccbb0833b218b2" style="width: 100.0%; height: 100.0%;">Parkdale, Roncesvalles, West Toronto</div>')[0];
                popup_9b57a6a08b2641cbb633785a9c4a64df.setContent(html_e6b475f13a964f1e8eccbb0833b218b2);
            

            circle_marker_ce355cb7eabe4b389591e18df4ee48fc.bindPopup(popup_9b57a6a08b2641cbb633785a9c4a64df);

            
        
    
            var circle_marker_bb21b733a947491abba6f569ba8a3442 = L.circleMarker(
                [43.6364,-79.6157],
                {
  "bubblingMouseEvents": true,
  "color": "#808080",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#808080",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_83754637caba4885ad2525a601489859 = L.popup({maxWidth: '300'});

            
                var html_dccafb8c8f8a4198b38571462dd544c5 = $('<div id="html_dccafb8c8f8a4198b38571462dd544c5" style="width: 100.0%; height: 100.0%;">Canada Post Gateway Processing Centre, Mississauga</div>')[0];
                popup_83754637caba4885ad2525a601489859.setContent(html_dccafb8c8f8a4198b38571462dd544c5);
            

            circle_marker_bb21b733a947491abba6f569ba8a3442.bindPopup(popup_83754637caba4885ad2525a601489859);

            
        
    
            var circle_marker_84e276dd1e234a3aac37263cf2e2f04b = L.circleMarker(
                [43.6898,-79.5582],
                {
  "bubblingMouseEvents": true,
  "color": "#0000FF",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#0000FF",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_a7e26180574e44cc895dd460b1a092de = L.popup({maxWidth: '300'});

            
                var html_5d2ae9bc5e4e4cada66fe36a751b5d62 = $('<div id="html_5d2ae9bc5e4e4cada66fe36a751b5d62" style="width: 100.0%; height: 100.0%;">Kingsview Village, St. Phillips, Martin Grove Gardens, Richview Gardens, Etobicoke</div>')[0];
                popup_a7e26180574e44cc895dd460b1a092de.setContent(html_5d2ae9bc5e4e4cada66fe36a751b5d62);
            

            circle_marker_84e276dd1e234a3aac37263cf2e2f04b.bindPopup(popup_a7e26180574e44cc895dd460b1a092de);

            
        
    
            var circle_marker_85abae9f94814fd4901d85006ca4f30b = L.circleMarker(
                [43.7946,-79.2644],
                {
  "bubblingMouseEvents": true,
  "color": "#FF4040",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FF4040",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_b2200b7a9b24467285788fa4a5b3cddc = L.popup({maxWidth: '300'});

            
                var html_2ed5ebcdd1bb468286fc1c5b7f2ab0e1 = $('<div id="html_2ed5ebcdd1bb468286fc1c5b7f2ab0e1" style="width: 100.0%; height: 100.0%;">Agincourt, Scarborough</div>')[0];
                popup_b2200b7a9b24467285788fa4a5b3cddc.setContent(html_2ed5ebcdd1bb468286fc1c5b7f2ab0e1);
            

            circle_marker_85abae9f94814fd4901d85006ca4f30b.bindPopup(popup_b2200b7a9b24467285788fa4a5b3cddc);

            
        
    
            var circle_marker_8d5edbd745b24d1686549de23fc0a35d = L.circleMarker(
                [43.702,-79.3853],
                {
  "bubblingMouseEvents": true,
  "color": "#FFFFE0",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FFFFE0",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_c8e951b5ae664ddd84b09fc8b5415181 = L.popup({maxWidth: '300'});

            
                var html_c647626c90594ac5aa4d1ed99947f16b = $('<div id="html_c647626c90594ac5aa4d1ed99947f16b" style="width: 100.0%; height: 100.0%;">Davisville, Central Toronto</div>')[0];
                popup_c8e951b5ae664ddd84b09fc8b5415181.setContent(html_c647626c90594ac5aa4d1ed99947f16b);
            

            circle_marker_8d5edbd745b24d1686549de23fc0a35d.bindPopup(popup_c8e951b5ae664ddd84b09fc8b5415181);

            
        
    
            var circle_marker_1682c475e4f5498386c45ca0b92cf6bb = L.circleMarker(
                [43.6629,-79.3987],
                {
  "bubblingMouseEvents": true,
  "color": "#00CDCD",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00CDCD",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_aee207782bd54fbeb65ed62c98559301 = L.popup({maxWidth: '300'});

            
                var html_ec135abee4e74d609d145005808ba44e = $('<div id="html_ec135abee4e74d609d145005808ba44e" style="width: 100.0%; height: 100.0%;">University of Toronto, Harbord, Downtown Toronto</div>')[0];
                popup_aee207782bd54fbeb65ed62c98559301.setContent(html_ec135abee4e74d609d145005808ba44e);
            

            circle_marker_1682c475e4f5498386c45ca0b92cf6bb.bindPopup(popup_aee207782bd54fbeb65ed62c98559301);

            
        
    
            var circle_marker_6b4669914c2b4f1789c85622fd468d85 = L.circleMarker(
                [43.6512,-79.4828],
                {
  "bubblingMouseEvents": true,
  "color": "#CAFF70",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#CAFF70",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_0235e0aa13cd4b6fbf39dbad2a206a24 = L.popup({maxWidth: '300'});

            
                var html_4bf44ef6cbd64e6e9167f0f04c3eb2a0 = $('<div id="html_4bf44ef6cbd64e6e9167f0f04c3eb2a0" style="width: 100.0%; height: 100.0%;">Runnymede, Swansea, West Toronto</div>')[0];
                popup_0235e0aa13cd4b6fbf39dbad2a206a24.setContent(html_4bf44ef6cbd64e6e9167f0f04c3eb2a0);
            

            circle_marker_6b4669914c2b4f1789c85622fd468d85.bindPopup(popup_0235e0aa13cd4b6fbf39dbad2a206a24);

            
        
    
            var circle_marker_ed3f08eab09e4d468bb5399df9cea751 = L.circleMarker(
                [43.7812,-79.3036],
                {
  "bubblingMouseEvents": true,
  "color": "#FF4040",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FF4040",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_0bec60bfbd4c45cdb25e5b4970b2f940 = L.popup({maxWidth: '300'});

            
                var html_a36e2b9468444a5ba29d1c5a147d8f07 = $('<div id="html_a36e2b9468444a5ba29d1c5a147d8f07" style="width: 100.0%; height: 100.0%;">Clarks Corners, Tam O&#39;Shanter, Sullivan, Scarborough</div>')[0];
                popup_0bec60bfbd4c45cdb25e5b4970b2f940.setContent(html_a36e2b9468444a5ba29d1c5a147d8f07);
            

            circle_marker_ed3f08eab09e4d468bb5399df9cea751.bindPopup(popup_0bec60bfbd4c45cdb25e5b4970b2f940);

            
        
    
            var circle_marker_8bde32bcc63e4c41a4ba2beb0d227f8a = L.circleMarker(
                [43.6899,-79.3853],
                {
  "bubblingMouseEvents": true,
  "color": "#FFFFE0",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FFFFE0",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_9924c1869b81475d962618e02e061a6b = L.popup({maxWidth: '300'});

            
                var html_6196f497d0e44e549154a3b11f84bdff = $('<div id="html_6196f497d0e44e549154a3b11f84bdff" style="width: 100.0%; height: 100.0%;">Moore Park, Summerhill East, Central Toronto</div>')[0];
                popup_9924c1869b81475d962618e02e061a6b.setContent(html_6196f497d0e44e549154a3b11f84bdff);
            

            circle_marker_8bde32bcc63e4c41a4ba2beb0d227f8a.bindPopup(popup_9924c1869b81475d962618e02e061a6b);

            
        
    
            var circle_marker_cfc0d598ae464845a95aa49c46ca6ead = L.circleMarker(
                [43.6541,-79.3978],
                {
  "bubblingMouseEvents": true,
  "color": "#00CDCD",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00CDCD",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_a3f13e1cfe314e7ab891e3978ced2c49 = L.popup({maxWidth: '300'});

            
                var html_d81c8fe04f4640e28fe5ca30dc098ef5 = $('<div id="html_d81c8fe04f4640e28fe5ca30dc098ef5" style="width: 100.0%; height: 100.0%;">Kensington Market, Chinatown, Grange Park, Downtown Toronto</div>')[0];
                popup_a3f13e1cfe314e7ab891e3978ced2c49.setContent(html_d81c8fe04f4640e28fe5ca30dc098ef5);
            

            circle_marker_cfc0d598ae464845a95aa49c46ca6ead.bindPopup(popup_a3f13e1cfe314e7ab891e3978ced2c49);

            
        
    
            var circle_marker_b94103f6213943808a3e223dce2b5aaa = L.circleMarker(
                [43.8177,-79.2819],
                {
  "bubblingMouseEvents": true,
  "color": "#FF4040",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FF4040",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_284b07a7f61e4d0aade265ab39c077fd = L.popup({maxWidth: '300'});

            
                var html_001edfa0dd834fb6ae19ddd6e4bfc0b1 = $('<div id="html_001edfa0dd834fb6ae19ddd6e4bfc0b1" style="width: 100.0%; height: 100.0%;">Milliken, Agincourt North, Steeles East, L&#39;Amoreaux East, Scarborough</div>')[0];
                popup_284b07a7f61e4d0aade265ab39c077fd.setContent(html_001edfa0dd834fb6ae19ddd6e4bfc0b1);
            

            circle_marker_b94103f6213943808a3e223dce2b5aaa.bindPopup(popup_284b07a7f61e4d0aade265ab39c077fd);

            
        
    
            var circle_marker_6fd25ccaea9d457a941b960c328e164d = L.circleMarker(
                [43.6861,-79.4025],
                {
  "bubblingMouseEvents": true,
  "color": "#FFFFE0",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FFFFE0",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_fc322bb0199d44108ac28782bfe69bad = L.popup({maxWidth: '300'});

            
                var html_d7bb4462bb6748bdb506807e5750af3f = $('<div id="html_d7bb4462bb6748bdb506807e5750af3f" style="width: 100.0%; height: 100.0%;">Summerhill West, Rathnelly, South Hill, Forest Hill SE, Deer Park, Central Toronto</div>')[0];
                popup_fc322bb0199d44108ac28782bfe69bad.setContent(html_d7bb4462bb6748bdb506807e5750af3f);
            

            circle_marker_6fd25ccaea9d457a941b960c328e164d.bindPopup(popup_fc322bb0199d44108ac28782bfe69bad);

            
        
    
            var circle_marker_e7dbc4e5ca9949279c9357033f17f31c = L.circleMarker(
                [43.6404,-79.3995],
                {
  "bubblingMouseEvents": true,
  "color": "#00CDCD",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00CDCD",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_44fb8ca445174d10ae2543850d844d01 = L.popup({maxWidth: '300'});

            
                var html_e09a2c38da894e038f4340be6ea24d89 = $('<div id="html_e09a2c38da894e038f4340be6ea24d89" style="width: 100.0%; height: 100.0%;">CN Tower, King and Spadina, Railway Lands, Harbourfront West, Bathurst Quay, South Niagara, Island airport, Downtown Toronto</div>')[0];
                popup_44fb8ca445174d10ae2543850d844d01.setContent(html_e09a2c38da894e038f4340be6ea24d89);
            

            circle_marker_e7dbc4e5ca9949279c9357033f17f31c.bindPopup(popup_44fb8ca445174d10ae2543850d844d01);

            
        
    
            var circle_marker_edc8e47726284846992f90d1fa319492 = L.circleMarker(
                [43.6075,-79.5013],
                {
  "bubblingMouseEvents": true,
  "color": "#0000FF",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#0000FF",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_88b02c2eb77140e289d2327e9b70d0e5 = L.popup({maxWidth: '300'});

            
                var html_0117c662f43e4e58b5c198305c6c40eb = $('<div id="html_0117c662f43e4e58b5c198305c6c40eb" style="width: 100.0%; height: 100.0%;">New Toronto, Mimico South, Humber Bay Shores, Etobicoke</div>')[0];
                popup_88b02c2eb77140e289d2327e9b70d0e5.setContent(html_0117c662f43e4e58b5c198305c6c40eb);
            

            circle_marker_edc8e47726284846992f90d1fa319492.bindPopup(popup_88b02c2eb77140e289d2327e9b70d0e5);

            
        
    
            var circle_marker_5d901a2d74b54d3286d92f13884b7bad = L.circleMarker(
                [43.7432,-79.5876],
                {
  "bubblingMouseEvents": true,
  "color": "#0000FF",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#0000FF",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_616281b0763c43dda43f03ce3efe883c = L.popup({maxWidth: '300'});

            
                var html_3220e9412f0c414d836352bd72648f08 = $('<div id="html_3220e9412f0c414d836352bd72648f08" style="width: 100.0%; height: 100.0%;">South Steeles, Silverstone, Humbergate, Jamestown, Mount Olive, Beaumond Heights, Thistletown, Albion Gardens, Etobicoke</div>')[0];
                popup_616281b0763c43dda43f03ce3efe883c.setContent(html_3220e9412f0c414d836352bd72648f08);
            

            circle_marker_5d901a2d74b54d3286d92f13884b7bad.bindPopup(popup_616281b0763c43dda43f03ce3efe883c);

            
        
    
            var circle_marker_27a0c480fbfa456885e09b703dcae80b = L.circleMarker(
                [43.8016,-79.3216],
                {
  "bubblingMouseEvents": true,
  "color": "#FF4040",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FF4040",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_911004fef7fa406e974483b5751a5b9e = L.popup({maxWidth: '300'});

            
                var html_23ea3d92a6954d8b83f03fb6f0863e88 = $('<div id="html_23ea3d92a6954d8b83f03fb6f0863e88" style="width: 100.0%; height: 100.0%;">Steeles West, L&#39;Amoreaux West, Scarborough</div>')[0];
                popup_911004fef7fa406e974483b5751a5b9e.setContent(html_23ea3d92a6954d8b83f03fb6f0863e88);
            

            circle_marker_27a0c480fbfa456885e09b703dcae80b.bindPopup(popup_911004fef7fa406e974483b5751a5b9e);

            
        
    
            var circle_marker_492176830d8f41fe82763468f934d341 = L.circleMarker(
                [43.6827,-79.373],
                {
  "bubblingMouseEvents": true,
  "color": "#00CDCD",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00CDCD",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_4bdb874fe0594a399b455a515da61f4c = L.popup({maxWidth: '300'});

            
                var html_24348946ef894bd68e26249b7e6896c7 = $('<div id="html_24348946ef894bd68e26249b7e6896c7" style="width: 100.0%; height: 100.0%;">Rosedale, Downtown Toronto</div>')[0];
                popup_4bdb874fe0594a399b455a515da61f4c.setContent(html_24348946ef894bd68e26249b7e6896c7);
            

            circle_marker_492176830d8f41fe82763468f934d341.bindPopup(popup_4bdb874fe0594a399b455a515da61f4c);

            
        
    
            var circle_marker_21d9457294ce49e8b30563c9d61d1be0 = L.circleMarker(
                [43.6437,-79.3787],
                {
  "bubblingMouseEvents": true,
  "color": "#00CDCD",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00CDCD",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_e38d6ab5fd404ed79e4c41e1869a1bc0 = L.popup({maxWidth: '300'});

            
                var html_b2a0cdbe54804790a415082ab8d3a2b2 = $('<div id="html_b2a0cdbe54804790a415082ab8d3a2b2" style="width: 100.0%; height: 100.0%;">Stn A PO Boxes, Downtown Toronto</div>')[0];
                popup_e38d6ab5fd404ed79e4c41e1869a1bc0.setContent(html_b2a0cdbe54804790a415082ab8d3a2b2);
            

            circle_marker_21d9457294ce49e8b30563c9d61d1be0.bindPopup(popup_e38d6ab5fd404ed79e4c41e1869a1bc0);

            
        
    
            var circle_marker_199befa93a994548a1490e207b4c3c2f = L.circleMarker(
                [43.6021,-79.5402],
                {
  "bubblingMouseEvents": true,
  "color": "#0000FF",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#0000FF",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_6d8b894881414694a09d5fc4dfec62e7 = L.popup({maxWidth: '300'});

            
                var html_4e2692d9683b442b8f1b0747da933669 = $('<div id="html_4e2692d9683b442b8f1b0747da933669" style="width: 100.0%; height: 100.0%;">Alderwood, Long Branch, Etobicoke</div>')[0];
                popup_6d8b894881414694a09d5fc4dfec62e7.setContent(html_4e2692d9683b442b8f1b0747da933669);
            

            circle_marker_199befa93a994548a1490e207b4c3c2f.bindPopup(popup_6d8b894881414694a09d5fc4dfec62e7);

            
        
    
            var circle_marker_a4ae8281f5ac469f8b49b837cd5e8306 = L.circleMarker(
                [43.7144,-79.5909],
                {
  "bubblingMouseEvents": true,
  "color": "#0000FF",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#0000FF",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_caa8aefc1dd04df3b2c32b1d51c64f56 = L.popup({maxWidth: '300'});

            
                var html_cb1e1923718f4baebd7d07b63831571f = $('<div id="html_cb1e1923718f4baebd7d07b63831571f" style="width: 100.0%; height: 100.0%;">Northwest, West Humber - Clairville, Etobicoke</div>')[0];
                popup_caa8aefc1dd04df3b2c32b1d51c64f56.setContent(html_cb1e1923718f4baebd7d07b63831571f);
            

            circle_marker_a4ae8281f5ac469f8b49b837cd5e8306.bindPopup(popup_caa8aefc1dd04df3b2c32b1d51c64f56);

            
        
    
            var circle_marker_accf333645b343d5b6e7de71c2749780 = L.circleMarker(
                [43.833999999999996,-79.2069],
                {
  "bubblingMouseEvents": true,
  "color": "#FF4040",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#FF4040",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_2ea85e330c5e4bfc84c89092174d0eea = L.popup({maxWidth: '300'});

            
                var html_f94a26e7406249478d439d765ab7a38d = $('<div id="html_f94a26e7406249478d439d765ab7a38d" style="width: 100.0%; height: 100.0%;">Upper Rouge, Scarborough</div>')[0];
                popup_2ea85e330c5e4bfc84c89092174d0eea.setContent(html_f94a26e7406249478d439d765ab7a38d);
            

            circle_marker_accf333645b343d5b6e7de71c2749780.bindPopup(popup_2ea85e330c5e4bfc84c89092174d0eea);

            
        
    
            var circle_marker_c97bc85da5cc45cba48d486fcd7482e0 = L.circleMarker(
                [43.6684,-79.3689],
                {
  "bubblingMouseEvents": true,
  "color": "#00CDCD",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00CDCD",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_6aafb6621b7f423e947a549bce8ff47b = L.popup({maxWidth: '300'});

            
                var html_3da955a517174d4b8628145476d90184 = $('<div id="html_3da955a517174d4b8628145476d90184" style="width: 100.0%; height: 100.0%;">St. James Town, Cabbagetown, Downtown Toronto</div>')[0];
                popup_6aafb6621b7f423e947a549bce8ff47b.setContent(html_3da955a517174d4b8628145476d90184);
            

            circle_marker_c97bc85da5cc45cba48d486fcd7482e0.bindPopup(popup_6aafb6621b7f423e947a549bce8ff47b);

            
        
    
            var circle_marker_1bbc337264f64dcf87890d5387f90866 = L.circleMarker(
                [43.6492,-79.3823],
                {
  "bubblingMouseEvents": true,
  "color": "#00CDCD",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00CDCD",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_cf03960d5b234d979d655c68206ceb65 = L.popup({maxWidth: '300'});

            
                var html_70c7ebbc467a4b4782f5e94b3851fea1 = $('<div id="html_70c7ebbc467a4b4782f5e94b3851fea1" style="width: 100.0%; height: 100.0%;">First Canadian Place, Underground city, Downtown Toronto</div>')[0];
                popup_cf03960d5b234d979d655c68206ceb65.setContent(html_70c7ebbc467a4b4782f5e94b3851fea1);
            

            circle_marker_1bbc337264f64dcf87890d5387f90866.bindPopup(popup_cf03960d5b234d979d655c68206ceb65);

            
        
    
            var circle_marker_17edb2373e5e49b59106aa8acad45526 = L.circleMarker(
                [43.6518,-79.5076],
                {
  "bubblingMouseEvents": true,
  "color": "#0000FF",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#0000FF",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_e9945bd5f31f4d89a6c77f4fd18adbde = L.popup({maxWidth: '300'});

            
                var html_45b7eb5662e4428682fe9a7710abdceb = $('<div id="html_45b7eb5662e4428682fe9a7710abdceb" style="width: 100.0%; height: 100.0%;">The Kingsway, Montgomery Road, Old Mill North, Etobicoke</div>')[0];
                popup_e9945bd5f31f4d89a6c77f4fd18adbde.setContent(html_45b7eb5662e4428682fe9a7710abdceb);
            

            circle_marker_17edb2373e5e49b59106aa8acad45526.bindPopup(popup_e9945bd5f31f4d89a6c77f4fd18adbde);

            
        
    
            var circle_marker_3a28ef01657f4d20b68e404537707046 = L.circleMarker(
                [43.6656,-79.383],
                {
  "bubblingMouseEvents": true,
  "color": "#00CDCD",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00CDCD",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_38849014c03a424cbf9b1b29f112465a = L.popup({maxWidth: '300'});

            
                var html_cc49d89562a94f2f9da1e90d9b8110b8 = $('<div id="html_cc49d89562a94f2f9da1e90d9b8110b8" style="width: 100.0%; height: 100.0%;">Church and Wellesley, Downtown Toronto</div>')[0];
                popup_38849014c03a424cbf9b1b29f112465a.setContent(html_cc49d89562a94f2f9da1e90d9b8110b8);
            

            circle_marker_3a28ef01657f4d20b68e404537707046.bindPopup(popup_38849014c03a424cbf9b1b29f112465a);

            
        
    
            var circle_marker_eab3e7948af34c6f94a8aace92f4dca4 = L.circleMarker(
                [43.6645,-79.3214],
                {
  "bubblingMouseEvents": true,
  "color": "#9932CC",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#9932CC",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_cf6ba6e9a1ce474da07eeb79faff5742 = L.popup({maxWidth: '300'});

            
                var html_9987640428d54b618f1dc9bd636e2f64 = $('<div id="html_9987640428d54b618f1dc9bd636e2f64" style="width: 100.0%; height: 100.0%;">Business reply mail Processing Centre, South Central Letter Processing Plant Toronto, East Toronto</div>')[0];
                popup_cf6ba6e9a1ce474da07eeb79faff5742.setContent(html_9987640428d54b618f1dc9bd636e2f64);
            

            circle_marker_eab3e7948af34c6f94a8aace92f4dca4.bindPopup(popup_cf6ba6e9a1ce474da07eeb79faff5742);

            
        
    
            var circle_marker_923707e0d878486c886ba5ee4b4de77f = L.circleMarker(
                [43.6325,-79.4939],
                {
  "bubblingMouseEvents": true,
  "color": "#0000FF",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#0000FF",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_21b07476d29348d58d4cce59ba9cfa7b = L.popup({maxWidth: '300'});

            
                var html_7f7e73bb04074ec7a7398947a972b7e3 = $('<div id="html_7f7e73bb04074ec7a7398947a972b7e3" style="width: 100.0%; height: 100.0%;">Old Mill South, King&#39;s Mill Park, Sunnylea, Humber Bay, Mimico NE, The Queensway East, Royal York South East, Kingsway Park South East, Etobicoke</div>')[0];
                popup_21b07476d29348d58d4cce59ba9cfa7b.setContent(html_7f7e73bb04074ec7a7398947a972b7e3);
            

            circle_marker_923707e0d878486c886ba5ee4b4de77f.bindPopup(popup_21b07476d29348d58d4cce59ba9cfa7b);

            
        
    
            var circle_marker_d060540cf330443dab960c75b05c6d5d = L.circleMarker(
                [43.6256,-79.5231],
                {
  "bubblingMouseEvents": true,
  "color": "#0000FF",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#0000FF",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_017b791ccfd340ddb0623bd643ffcc20);
            
    
            var popup_84eaf8a95ae84b638f4f9866a67d239f = L.popup({maxWidth: '300'});

            
                var html_41a5a53f9703484da24568a3fe4e4f5b = $('<div id="html_41a5a53f9703484da24568a3fe4e4f5b" style="width: 100.0%; height: 100.0%;">Mimico NW, The Queensway West, South of Bloor, Kingsway Park South West, Royal York South West, Etobicoke</div>')[0];
                popup_84eaf8a95ae84b638f4f9866a67d239f.setContent(html_41a5a53f9703484da24568a3fe4e4f5b);
            

            circle_marker_d060540cf330443dab960c75b05c6d5d.bindPopup(popup_84eaf8a95ae84b638f4f9866a67d239f);

            
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f0bba9c5748>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map of Toronto using latitude and longitude values\n",
    "map_toronto = folium.Map(location=[latitude, longitude], zoom_start=11)\n",
    "colors= ['#0000FF','#FF4040', '#66CD00', '#00CDCD', '#CAFF70', '#9932CC', '#EEC900', '#808080', '#FF69B4', '#FFFFE0']\n",
    "\n",
    "# add markers to map\n",
    "for lat, lng, borough, neighborhood in zip(Toronto_df['Latitude'], Toronto_df['Longitude'], Toronto_df['Borough'], Toronto_df['Neighborhood']):\n",
    "    label = '{}, {}'.format(neighborhood, borough)\n",
    "    label = folium.Popup(label, parse_html=True)\n",
    "    \n",
    "    for i in range(0, len(boroughs)) : \n",
    "        if boroughs[i] == borough : \n",
    "            c = colors[i]\n",
    "    folium.CircleMarker(\n",
    "        [lat, lng],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color= c,\n",
    "        fill=True,\n",
    "        fill_color= c,\n",
    "        fill_opacity=0.7,\n",
    "        parse_html=False).add_to(map_toronto)\n",
    "    \n",
    "    \n",
    "map_toronto"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Let's go with North York and cluster its neighborhood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Postal Code</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>43.7545</td>\n",
       "      <td>-79.3300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>43.7276</td>\n",
       "      <td>-79.3148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M6A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Lawrence Manor, Lawrence Heights</td>\n",
       "      <td>43.7223</td>\n",
       "      <td>-79.4504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M3B</td>\n",
       "      <td>North York</td>\n",
       "      <td>Don Mills</td>\n",
       "      <td>43.7450</td>\n",
       "      <td>-79.3590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M6B</td>\n",
       "      <td>North York</td>\n",
       "      <td>Glencairn</td>\n",
       "      <td>43.7081</td>\n",
       "      <td>-79.4479</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Postal Code     Borough                      Neighborhood  Latitude  \\\n",
       "0         M3A  North York                         Parkwoods   43.7545   \n",
       "1         M4A  North York                  Victoria Village   43.7276   \n",
       "2         M6A  North York  Lawrence Manor, Lawrence Heights   43.7223   \n",
       "3         M3B  North York                         Don Mills   43.7450   \n",
       "4         M6B  North York                         Glencairn   43.7081   \n",
       "\n",
       "   Longitude  \n",
       "0   -79.3300  \n",
       "1   -79.3148  \n",
       "2   -79.4504  \n",
       "3   -79.3590  \n",
       "4   -79.4479  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nyork_data = Toronto_df[Toronto_df['Borough'] == 'North York'].reset_index(drop=True)\n",
    "nyork_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The geograpical coordinate of North York are 43.7543263, -79.44911696639593.\n"
     ]
    }
   ],
   "source": [
    "# Getting coordinates of North York\n",
    "address = 'North York, ON, CA'\n",
    "\n",
    "geolocator = Nominatim(user_agent=\"nyork_explorer\")\n",
    "location = geolocator.geocode(address)\n",
    "latitude = location.latitude\n",
    "longitude = location.longitude\n",
    "print('The geograpical coordinate of North York are {}, {}.'.format(latitude, longitude))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS = false; L_NO_TOUCH = false; L_DISABLE_3D = false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.js"></script>
    <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawgit.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <style> #map_c5d2f8c6662145d38fb2606f790b6844 {
                position : relative;
                width : 100.0%;
                height: 100.0%;
                left: 0.0%;
                top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_c5d2f8c6662145d38fb2606f790b6844" ></div>
        
</body>
<script>    
    

            
                var bounds = null;
            

            var map_c5d2f8c6662145d38fb2606f790b6844 = L.map(
                                  'map_c5d2f8c6662145d38fb2606f790b6844',
                                  {center: [43.7543263,-79.44911696639593],
                                  zoom: 12,
                                  maxBounds: bounds,
                                  layers: [],
                                  worldCopyJump: false,
                                  crs: L.CRS.EPSG3857
                                 });
            
        
    
            var tile_layer_ce79ab0a86c849c98b6414751c8e8c6c = L.tileLayer(
                'https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png',
                {
  "attribution": null,
  "detectRetina": false,
  "maxZoom": 18,
  "minZoom": 1,
  "noWrap": false,
  "subdomains": "abc"
}
                ).addTo(map_c5d2f8c6662145d38fb2606f790b6844);
        
    
            var circle_marker_1e956cac09f14e61a7d53836c73cb313 = L.circleMarker(
                [43.7545,-79.33],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "blue",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c5d2f8c6662145d38fb2606f790b6844);
            
    
            var popup_33da5027af864532b898ec9109271552 = L.popup({maxWidth: '300'});

            
                var html_5e5338ba081049c5ba8bb53d689ba869 = $('<div id="html_5e5338ba081049c5ba8bb53d689ba869" style="width: 100.0%; height: 100.0%;">Parkwoods</div>')[0];
                popup_33da5027af864532b898ec9109271552.setContent(html_5e5338ba081049c5ba8bb53d689ba869);
            

            circle_marker_1e956cac09f14e61a7d53836c73cb313.bindPopup(popup_33da5027af864532b898ec9109271552);

            
        
    
            var circle_marker_91a111aa773c40e4b6040a5e5de2d652 = L.circleMarker(
                [43.7276,-79.3148],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "blue",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c5d2f8c6662145d38fb2606f790b6844);
            
    
            var popup_b8146881efe048c99b8fa73ec783501c = L.popup({maxWidth: '300'});

            
                var html_86c519bf902c4c5caef690585e292c4c = $('<div id="html_86c519bf902c4c5caef690585e292c4c" style="width: 100.0%; height: 100.0%;">Victoria Village</div>')[0];
                popup_b8146881efe048c99b8fa73ec783501c.setContent(html_86c519bf902c4c5caef690585e292c4c);
            

            circle_marker_91a111aa773c40e4b6040a5e5de2d652.bindPopup(popup_b8146881efe048c99b8fa73ec783501c);

            
        
    
            var circle_marker_ec7b062be78142d5a0b939f28e46357c = L.circleMarker(
                [43.7223,-79.4504],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "blue",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c5d2f8c6662145d38fb2606f790b6844);
            
    
            var popup_0ef6529b051b4186a458eca5f48d05a2 = L.popup({maxWidth: '300'});

            
                var html_ad303aebef394320ad177c80785181b2 = $('<div id="html_ad303aebef394320ad177c80785181b2" style="width: 100.0%; height: 100.0%;">Lawrence Manor, Lawrence Heights</div>')[0];
                popup_0ef6529b051b4186a458eca5f48d05a2.setContent(html_ad303aebef394320ad177c80785181b2);
            

            circle_marker_ec7b062be78142d5a0b939f28e46357c.bindPopup(popup_0ef6529b051b4186a458eca5f48d05a2);

            
        
    
            var circle_marker_f4485ae53b7442048d7d13aad334ecf8 = L.circleMarker(
                [43.745,-79.359],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "blue",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c5d2f8c6662145d38fb2606f790b6844);
            
    
            var popup_dfa960622a73476aa86b7f86cce1a770 = L.popup({maxWidth: '300'});

            
                var html_3eec5185d3f8480ab50d6a6e55ab0075 = $('<div id="html_3eec5185d3f8480ab50d6a6e55ab0075" style="width: 100.0%; height: 100.0%;">Don Mills</div>')[0];
                popup_dfa960622a73476aa86b7f86cce1a770.setContent(html_3eec5185d3f8480ab50d6a6e55ab0075);
            

            circle_marker_f4485ae53b7442048d7d13aad334ecf8.bindPopup(popup_dfa960622a73476aa86b7f86cce1a770);

            
        
    
            var circle_marker_1449cd410075449990293b614bdb6128 = L.circleMarker(
                [43.7081,-79.4479],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "blue",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c5d2f8c6662145d38fb2606f790b6844);
            
    
            var popup_36be1ba187df4364b1f20bb051fe6ae1 = L.popup({maxWidth: '300'});

            
                var html_7fb5ff498d5241eab988be3ec1ab43d7 = $('<div id="html_7fb5ff498d5241eab988be3ec1ab43d7" style="width: 100.0%; height: 100.0%;">Glencairn</div>')[0];
                popup_36be1ba187df4364b1f20bb051fe6ae1.setContent(html_7fb5ff498d5241eab988be3ec1ab43d7);
            

            circle_marker_1449cd410075449990293b614bdb6128.bindPopup(popup_36be1ba187df4364b1f20bb051fe6ae1);

            
        
    
            var circle_marker_3f8d49e311754d46bc8112756a66c0d9 = L.circleMarker(
                [43.7334,-79.3329],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "blue",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c5d2f8c6662145d38fb2606f790b6844);
            
    
            var popup_338a6b07f60543dbb83805d55aa609fc = L.popup({maxWidth: '300'});

            
                var html_3f0be4f8857940aeb4714a72659a4cde = $('<div id="html_3f0be4f8857940aeb4714a72659a4cde" style="width: 100.0%; height: 100.0%;">Don Mills</div>')[0];
                popup_338a6b07f60543dbb83805d55aa609fc.setContent(html_3f0be4f8857940aeb4714a72659a4cde);
            

            circle_marker_3f8d49e311754d46bc8112756a66c0d9.bindPopup(popup_338a6b07f60543dbb83805d55aa609fc);

            
        
    
            var circle_marker_c682ed0f03b74547a466abd8b7d1d33e = L.circleMarker(
                [43.8015,-79.3577],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "blue",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c5d2f8c6662145d38fb2606f790b6844);
            
    
            var popup_776fe6d0578e4125b19934516b40dd11 = L.popup({maxWidth: '300'});

            
                var html_94b49eaf846d4551bc027e405ef4cdff = $('<div id="html_94b49eaf846d4551bc027e405ef4cdff" style="width: 100.0%; height: 100.0%;">Hillcrest Village</div>')[0];
                popup_776fe6d0578e4125b19934516b40dd11.setContent(html_94b49eaf846d4551bc027e405ef4cdff);
            

            circle_marker_c682ed0f03b74547a466abd8b7d1d33e.bindPopup(popup_776fe6d0578e4125b19934516b40dd11);

            
        
    
            var circle_marker_de1099713acf47e094e9dfb553895a7e = L.circleMarker(
                [43.7535,-79.4472],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "blue",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c5d2f8c6662145d38fb2606f790b6844);
            
    
            var popup_531f8c6dd8644a098f31cd8675df7d90 = L.popup({maxWidth: '300'});

            
                var html_7e5b198ad0044f5e8ace9881d5ac3f10 = $('<div id="html_7e5b198ad0044f5e8ace9881d5ac3f10" style="width: 100.0%; height: 100.0%;">Bathurst Manor, Wilson Heights, Downsview North</div>')[0];
                popup_531f8c6dd8644a098f31cd8675df7d90.setContent(html_7e5b198ad0044f5e8ace9881d5ac3f10);
            

            circle_marker_de1099713acf47e094e9dfb553895a7e.bindPopup(popup_531f8c6dd8644a098f31cd8675df7d90);

            
        
    
            var circle_marker_580058e1a67747c190b4ed39d8d52df6 = L.circleMarker(
                [43.7801,-79.3479],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "blue",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c5d2f8c6662145d38fb2606f790b6844);
            
    
            var popup_450248a4e0e640259e8c80f8d1915370 = L.popup({maxWidth: '300'});

            
                var html_df606dac1438489ebbc7d34da4e288cd = $('<div id="html_df606dac1438489ebbc7d34da4e288cd" style="width: 100.0%; height: 100.0%;">Fairview, Henry Farm, Oriole</div>')[0];
                popup_450248a4e0e640259e8c80f8d1915370.setContent(html_df606dac1438489ebbc7d34da4e288cd);
            

            circle_marker_580058e1a67747c190b4ed39d8d52df6.bindPopup(popup_450248a4e0e640259e8c80f8d1915370);

            
        
    
            var circle_marker_3a72332a2cd54be8a20ccf0c9c53d689 = L.circleMarker(
                [43.7694,-79.4921],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "blue",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c5d2f8c6662145d38fb2606f790b6844);
            
    
            var popup_c8926bbdf0ed4e9dbc0db00f34092510 = L.popup({maxWidth: '300'});

            
                var html_f15b89b35c75418785a9a46e8540bb45 = $('<div id="html_f15b89b35c75418785a9a46e8540bb45" style="width: 100.0%; height: 100.0%;">Northwood Park, York University</div>')[0];
                popup_c8926bbdf0ed4e9dbc0db00f34092510.setContent(html_f15b89b35c75418785a9a46e8540bb45);
            

            circle_marker_3a72332a2cd54be8a20ccf0c9c53d689.bindPopup(popup_c8926bbdf0ed4e9dbc0db00f34092510);

            
        
    
            var circle_marker_ddca109381624961ac1a8416ddeb5dd8 = L.circleMarker(
                [43.7797,-79.3813],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "blue",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c5d2f8c6662145d38fb2606f790b6844);
            
    
            var popup_1da4b41c9cf14873aaf2cf49c06abb5f = L.popup({maxWidth: '300'});

            
                var html_eb564a7c86d2476ca3b79c582ab0052a = $('<div id="html_eb564a7c86d2476ca3b79c582ab0052a" style="width: 100.0%; height: 100.0%;">Bayview Village</div>')[0];
                popup_1da4b41c9cf14873aaf2cf49c06abb5f.setContent(html_eb564a7c86d2476ca3b79c582ab0052a);
            

            circle_marker_ddca109381624961ac1a8416ddeb5dd8.bindPopup(popup_1da4b41c9cf14873aaf2cf49c06abb5f);

            
        
    
            var circle_marker_26437788f1a1454da29a8a066f43f527 = L.circleMarker(
                [43.739,-79.4692],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "blue",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c5d2f8c6662145d38fb2606f790b6844);
            
    
            var popup_d829cf0c6b844659b8b118f8bf74243c = L.popup({maxWidth: '300'});

            
                var html_6ae988fb02244036a3b21c397f11cc8d = $('<div id="html_6ae988fb02244036a3b21c397f11cc8d" style="width: 100.0%; height: 100.0%;">Downsview</div>')[0];
                popup_d829cf0c6b844659b8b118f8bf74243c.setContent(html_6ae988fb02244036a3b21c397f11cc8d);
            

            circle_marker_26437788f1a1454da29a8a066f43f527.bindPopup(popup_d829cf0c6b844659b8b118f8bf74243c);

            
        
    
            var circle_marker_cc9ae2042b8e41ffa05ef771850b360e = L.circleMarker(
                [43.7547,-79.3764],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "blue",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c5d2f8c6662145d38fb2606f790b6844);
            
    
            var popup_9b6ca6bf15334c2396da93777c0026de = L.popup({maxWidth: '300'});

            
                var html_253a0df075c84b1b9c3eabaf7dc072f7 = $('<div id="html_253a0df075c84b1b9c3eabaf7dc072f7" style="width: 100.0%; height: 100.0%;">York Mills, Silver Hills</div>')[0];
                popup_9b6ca6bf15334c2396da93777c0026de.setContent(html_253a0df075c84b1b9c3eabaf7dc072f7);
            

            circle_marker_cc9ae2042b8e41ffa05ef771850b360e.bindPopup(popup_9b6ca6bf15334c2396da93777c0026de);

            
        
    
            var circle_marker_6e706e8114e14f6b9685bf3188f3ccce = L.circleMarker(
                [43.7334,-79.5116],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "blue",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c5d2f8c6662145d38fb2606f790b6844);
            
    
            var popup_01d6a68442884b59ae9122c03c9bc8f3 = L.popup({maxWidth: '300'});

            
                var html_d6aaca3e3d7f40debe35a08e50574e9b = $('<div id="html_d6aaca3e3d7f40debe35a08e50574e9b" style="width: 100.0%; height: 100.0%;">Downsview</div>')[0];
                popup_01d6a68442884b59ae9122c03c9bc8f3.setContent(html_d6aaca3e3d7f40debe35a08e50574e9b);
            

            circle_marker_6e706e8114e14f6b9685bf3188f3ccce.bindPopup(popup_01d6a68442884b59ae9122c03c9bc8f3);

            
        
    
            var circle_marker_89890eeb164043ffadda2c5ec841a7d7 = L.circleMarker(
                [43.7137,-79.4869],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "blue",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c5d2f8c6662145d38fb2606f790b6844);
            
    
            var popup_7db423edb0294d50b3c8b2ae2a0ae179 = L.popup({maxWidth: '300'});

            
                var html_72c278393a184981bc3d7bff512e69a6 = $('<div id="html_72c278393a184981bc3d7bff512e69a6" style="width: 100.0%; height: 100.0%;">North Park, Maple Leaf Park, Upwood Park</div>')[0];
                popup_7db423edb0294d50b3c8b2ae2a0ae179.setContent(html_72c278393a184981bc3d7bff512e69a6);
            

            circle_marker_89890eeb164043ffadda2c5ec841a7d7.bindPopup(popup_7db423edb0294d50b3c8b2ae2a0ae179);

            
        
    
            var circle_marker_68d2a0cdda1c494184d0a5cf299a3b1b = L.circleMarker(
                [43.7598,-79.5565],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "blue",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c5d2f8c6662145d38fb2606f790b6844);
            
    
            var popup_0ac6019d51b24ee2b71504f1c4da5d5f = L.popup({maxWidth: '300'});

            
                var html_ca6311b91219423e8be81539122e6be7 = $('<div id="html_ca6311b91219423e8be81539122e6be7" style="width: 100.0%; height: 100.0%;">Humber Summit</div>')[0];
                popup_0ac6019d51b24ee2b71504f1c4da5d5f.setContent(html_ca6311b91219423e8be81539122e6be7);
            

            circle_marker_68d2a0cdda1c494184d0a5cf299a3b1b.bindPopup(popup_0ac6019d51b24ee2b71504f1c4da5d5f);

            
        
    
            var circle_marker_3847ca979a7f4568b5cef4b908496c17 = L.circleMarker(
                [43.7915,-79.4103],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "blue",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c5d2f8c6662145d38fb2606f790b6844);
            
    
            var popup_b58aaf70d16e4f5da732c44e49427475 = L.popup({maxWidth: '300'});

            
                var html_c1b0d5ccfb4f45f89735f5d44775b443 = $('<div id="html_c1b0d5ccfb4f45f89735f5d44775b443" style="width: 100.0%; height: 100.0%;">Willowdale, Newtonbrook</div>')[0];
                popup_b58aaf70d16e4f5da732c44e49427475.setContent(html_c1b0d5ccfb4f45f89735f5d44775b443);
            

            circle_marker_3847ca979a7f4568b5cef4b908496c17.bindPopup(popup_b58aaf70d16e4f5da732c44e49427475);

            
        
    
            var circle_marker_f363ae294d894014bc12f1c71f164a81 = L.circleMarker(
                [43.7319,-79.4928],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "blue",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c5d2f8c6662145d38fb2606f790b6844);
            
    
            var popup_b59b2124d8844c8a8f9b0cdd43a5111c = L.popup({maxWidth: '300'});

            
                var html_571b1d6114454c168bc523234d7a82b4 = $('<div id="html_571b1d6114454c168bc523234d7a82b4" style="width: 100.0%; height: 100.0%;">Downsview</div>')[0];
                popup_b59b2124d8844c8a8f9b0cdd43a5111c.setContent(html_571b1d6114454c168bc523234d7a82b4);
            

            circle_marker_f363ae294d894014bc12f1c71f164a81.bindPopup(popup_b59b2124d8844c8a8f9b0cdd43a5111c);

            
        
    
            var circle_marker_96b16113277c4b309171e413a48ccaf3 = L.circleMarker(
                [43.7335,-79.4177],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "blue",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c5d2f8c6662145d38fb2606f790b6844);
            
    
            var popup_f894d0a407bf4ac6a63dc135d95c34cc = L.popup({maxWidth: '300'});

            
                var html_93341badebe14609953a522f124b0518 = $('<div id="html_93341badebe14609953a522f124b0518" style="width: 100.0%; height: 100.0%;">Bedford Park, Lawrence Manor East</div>')[0];
                popup_f894d0a407bf4ac6a63dc135d95c34cc.setContent(html_93341badebe14609953a522f124b0518);
            

            circle_marker_96b16113277c4b309171e413a48ccaf3.bindPopup(popup_f894d0a407bf4ac6a63dc135d95c34cc);

            
        
    
            var circle_marker_c06b6c313c764b86bb2d20188c4d99db = L.circleMarker(
                [43.7366,-79.5401],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "blue",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c5d2f8c6662145d38fb2606f790b6844);
            
    
            var popup_70f6f21a175f48ca9900d371e0f62b4a = L.popup({maxWidth: '300'});

            
                var html_01c7a312891749799a764333db77d64c = $('<div id="html_01c7a312891749799a764333db77d64c" style="width: 100.0%; height: 100.0%;">Humberlea, Emery</div>')[0];
                popup_70f6f21a175f48ca9900d371e0f62b4a.setContent(html_01c7a312891749799a764333db77d64c);
            

            circle_marker_c06b6c313c764b86bb2d20188c4d99db.bindPopup(popup_70f6f21a175f48ca9900d371e0f62b4a);

            
        
    
            var circle_marker_bdb03a024f5e4bfe8c5d6782b5e1f825 = L.circleMarker(
                [43.7673,-79.4111],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "blue",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c5d2f8c6662145d38fb2606f790b6844);
            
    
            var popup_47a793313b21447ea33008408263f3cd = L.popup({maxWidth: '300'});

            
                var html_147022a7f7a34d328d52f75db9cfe784 = $('<div id="html_147022a7f7a34d328d52f75db9cfe784" style="width: 100.0%; height: 100.0%;">Willowdale, Willowdale East</div>')[0];
                popup_47a793313b21447ea33008408263f3cd.setContent(html_147022a7f7a34d328d52f75db9cfe784);
            

            circle_marker_bdb03a024f5e4bfe8c5d6782b5e1f825.bindPopup(popup_47a793313b21447ea33008408263f3cd);

            
        
    
            var circle_marker_0550cffc128e4b82a50a8434225639a8 = L.circleMarker(
                [43.7568,-79.521],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "blue",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c5d2f8c6662145d38fb2606f790b6844);
            
    
            var popup_3cef4cfd8fb540d099c186bdd057229b = L.popup({maxWidth: '300'});

            
                var html_72f3895647b74df5a1ff6b9ff6d0fe49 = $('<div id="html_72f3895647b74df5a1ff6b9ff6d0fe49" style="width: 100.0%; height: 100.0%;">Downsview</div>')[0];
                popup_3cef4cfd8fb540d099c186bdd057229b.setContent(html_72f3895647b74df5a1ff6b9ff6d0fe49);
            

            circle_marker_0550cffc128e4b82a50a8434225639a8.bindPopup(popup_3cef4cfd8fb540d099c186bdd057229b);

            
        
    
            var circle_marker_62b0895ecf29471a867f6499cb8e227c = L.circleMarker(
                [43.75,-79.3978],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "blue",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c5d2f8c6662145d38fb2606f790b6844);
            
    
            var popup_e609e55bb6aa48f98add33ea2e96188b = L.popup({maxWidth: '300'});

            
                var html_e91fada9fc8344a7b032383cc537e498 = $('<div id="html_e91fada9fc8344a7b032383cc537e498" style="width: 100.0%; height: 100.0%;">York Mills West</div>')[0];
                popup_e609e55bb6aa48f98add33ea2e96188b.setContent(html_e91fada9fc8344a7b032383cc537e498);
            

            circle_marker_62b0895ecf29471a867f6499cb8e227c.bindPopup(popup_e609e55bb6aa48f98add33ea2e96188b);

            
        
    
            var circle_marker_fd82d89e017c4b61ba891390e33c2049 = L.circleMarker(
                [43.7786,-79.445],
                {
  "bubblingMouseEvents": true,
  "color": "blue",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "blue",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_c5d2f8c6662145d38fb2606f790b6844);
            
    
            var popup_2e671a353964400db1eddea0e2bf713d = L.popup({maxWidth: '300'});

            
                var html_e1313fb2a98e400f957609809539f5bf = $('<div id="html_e1313fb2a98e400f957609809539f5bf" style="width: 100.0%; height: 100.0%;">Willowdale, Willowdale West</div>')[0];
                popup_2e671a353964400db1eddea0e2bf713d.setContent(html_e1313fb2a98e400f957609809539f5bf);
            

            circle_marker_fd82d89e017c4b61ba891390e33c2049.bindPopup(popup_2e671a353964400db1eddea0e2bf713d);

            
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f0bba7a2978>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map of North York using latitude and longitude values\n",
    "map_nyork = folium.Map(location=[latitude, longitude], zoom_start=12)\n",
    "\n",
    "# add markers to map\n",
    "for lat, lng, label in zip(nyork_data['Latitude'], nyork_data['Longitude'], nyork_data['Neighborhood']):\n",
    "    label = folium.Popup(label, parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lng],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color='blue',\n",
    "        fill=True,\n",
    "        fill_color='blue',\n",
    "        fill_opacity=0.7,\n",
    "        parse_html=False).add_to(map_nyork)  \n",
    "    \n",
    "map_nyork"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your credentails:\n",
      "CLIENT_ID: J0GPZTC4NA5Q12YWL101RVQRFYYTJWP10W1BZEH020ZUENMS\n",
      "CLIENT_SECRET:Q1ZMN0FASRPSBW4BGPXDTUJRWHMVRLHN2O1DIBUBRGY4JYCW\n"
     ]
    }
   ],
   "source": [
    "# defining foursquare credentials\n",
    "CLIENT_ID = 'J0GPZTC4NA5Q12YWL101RVQRFYYTJWP10W1BZEH020ZUENMS'\n",
    "CLIENT_SECRET = 'Q1ZMN0FASRPSBW4BGPXDTUJRWHMVRLHN2O1DIBUBRGY4JYCW' \n",
    "VERSION = '20180605' # Foursquare API version\n",
    "\n",
    "print('Your credentails:')\n",
    "print('CLIENT_ID: ' + CLIENT_ID)\n",
    "print('CLIENT_SECRET:' + CLIENT_SECRET)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Parkwoods'"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Getting the name of first neighboorhood\n",
    "nyork_data.loc[0, 'Neighborhood']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Latitude and longitude values of Parkwoods are 43.7545, -79.33.\n"
     ]
    }
   ],
   "source": [
    "neighborhood_latitude = nyork_data.loc[0, 'Latitude'] # neighborhood latitude value\n",
    "neighborhood_longitude = nyork_data.loc[0, 'Longitude'] # neighborhood longitude value\n",
    "\n",
    "neighborhood_name = nyork_data.loc[0, 'Neighborhood'] # neighborhood name\n",
    "\n",
    "print('Latitude and longitude values of {} are {}, {}.'.format(neighborhood_name, \n",
    "                                                               neighborhood_latitude, \n",
    "                                                               neighborhood_longitude))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Now, let's get the top 100 venues that are in Parkwoods within a radius of 500 meters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://api.foursquare.com/v2/venues/explore?&client_id=J0GPZTC4NA5Q12YWL101RVQRFYYTJWP10W1BZEH020ZUENMS&client_secret=Q1ZMN0FASRPSBW4BGPXDTUJRWHMVRLHN2O1DIBUBRGY4JYCW&v=20180605&ll=43.7545,-79.33&radius=500&limit=100'"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#First, let's create the GET request URL. \n",
    "LIMIT = 100 \n",
    "radius = 500\n",
    "Latitude = neighborhood_latitude\n",
    "Longitude = neighborhood_longitude\n",
    "\n",
    "url = 'https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&v={}&ll={},{}&radius={}&limit={}'.format(\n",
    "    CLIENT_ID, \n",
    "    CLIENT_SECRET, \n",
    "    VERSION, \n",
    "    neighborhood_latitude, \n",
    "    neighborhood_longitude, \n",
    "    radius, \n",
    "    LIMIT)\n",
    "\n",
    "url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'meta': {'code': 200, 'requestId': '5ee3dad2c6fd9436f69ef672'},\n",
       " 'response': {'warning': {'text': \"There aren't a lot of results near you. Try something more general, reset your filters, or expand the search area.\"},\n",
       "  'headerLocation': 'Parkwoods - Donalda',\n",
       "  'headerFullLocation': 'Parkwoods - Donalda, Toronto',\n",
       "  'headerLocationGranularity': 'neighborhood',\n",
       "  'totalResults': 3,\n",
       "  'suggestedBounds': {'ne': {'lat': 43.7590000045, 'lng': -79.32378161085641},\n",
       "   'sw': {'lat': 43.7499999955, 'lng': -79.33621838914358}},\n",
       "  'groups': [{'type': 'Recommended Places',\n",
       "    'name': 'recommended',\n",
       "    'items': [{'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4e8d9dcdd5fbbbb6b3003c7b',\n",
       "       'name': 'Brookbanks Park',\n",
       "       'location': {'address': 'Toronto',\n",
       "        'lat': 43.751976046055574,\n",
       "        'lng': -79.33214044722958,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 43.751976046055574,\n",
       "          'lng': -79.33214044722958}],\n",
       "        'distance': 329,\n",
       "        'cc': 'CA',\n",
       "        'city': 'Toronto',\n",
       "        'state': 'ON',\n",
       "        'country': 'Canada',\n",
       "        'formattedAddress': ['Toronto', 'Toronto ON', 'Canada']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d163941735',\n",
       "         'name': 'Park',\n",
       "         'pluralName': 'Parks',\n",
       "         'shortName': 'Park',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/parks_outdoors/park_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4e8d9dcdd5fbbbb6b3003c7b-0'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '53e72d92498e336f61db5bf5',\n",
       "       'name': 'GTA Restoration',\n",
       "       'location': {'address': '18 Valley Woods Road #414',\n",
       "        'lat': 43.753396155415686,\n",
       "        'lng': -79.33347702026367,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 43.753396155415686,\n",
       "          'lng': -79.33347702026367}],\n",
       "        'distance': 305,\n",
       "        'postalCode': 'M3A 0A1',\n",
       "        'cc': 'CA',\n",
       "        'city': 'Toronto',\n",
       "        'state': 'ON',\n",
       "        'country': 'Canada',\n",
       "        'formattedAddress': ['18 Valley Woods Road #414',\n",
       "         'Toronto ON M3A 0A1',\n",
       "         'Canada']},\n",
       "       'categories': [{'id': '52f2ab2ebcbc57f1066b8b3a',\n",
       "         'name': 'Fireworks Store',\n",
       "         'pluralName': 'Fireworks Stores',\n",
       "         'shortName': 'Fireworks Store',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/default_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-53e72d92498e336f61db5bf5-1'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4cb11e2075ebb60cd1c4caad',\n",
       "       'name': 'Variety Store',\n",
       "       'location': {'address': '29 Valley Woods Road',\n",
       "        'lat': 43.75197441585782,\n",
       "        'lng': -79.33311418516017,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': 43.75197441585782,\n",
       "          'lng': -79.33311418516017}],\n",
       "        'distance': 376,\n",
       "        'cc': 'CA',\n",
       "        'city': 'Toronto',\n",
       "        'state': 'ON',\n",
       "        'country': 'Canada',\n",
       "        'formattedAddress': ['29 Valley Woods Road', 'Toronto ON', 'Canada']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d1f9941735',\n",
       "         'name': 'Food & Drink Shop',\n",
       "         'pluralName': 'Food & Drink Shops',\n",
       "         'shortName': 'Food & Drink',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/foodanddrink_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4cb11e2075ebb60cd1c4caad-2'}]}]}}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Send the GET request and examine the resutls\n",
    "results = requests.get(url).json()\n",
    "results\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# function that extracts the category of the venue\n",
    "def get_category_type(row):\n",
    "    try:\n",
    "        categories_list = row['categories']\n",
    "    except:\n",
    "        categories_list = row['venue.categories']\n",
    "        \n",
    "    if len(categories_list) == 0:\n",
    "        return None\n",
    "    else:\n",
    "        return categories_list[0]['name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>categories</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Brookbanks Park</td>\n",
       "      <td>Park</td>\n",
       "      <td>43.751976</td>\n",
       "      <td>-79.332140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>GTA Restoration</td>\n",
       "      <td>Fireworks Store</td>\n",
       "      <td>43.753396</td>\n",
       "      <td>-79.333477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Variety Store</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>43.751974</td>\n",
       "      <td>-79.333114</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              name         categories        lat        lng\n",
       "0  Brookbanks Park               Park  43.751976 -79.332140\n",
       "1  GTA Restoration    Fireworks Store  43.753396 -79.333477\n",
       "2    Variety Store  Food & Drink Shop  43.751974 -79.333114"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#clean the json and structure it into a *pandas* dataframe.\n",
    "\n",
    "venues = results['response']['groups'][0]['items']\n",
    "    \n",
    "nearby_venues = pd.json_normalize(venues) # flatten JSON\n",
    "\n",
    "# filter columns\n",
    "filtered_columns = ['venue.name', 'venue.categories', 'venue.location.lat', 'venue.location.lng']\n",
    "nearby_venues =nearby_venues.loc[:, filtered_columns]\n",
    "\n",
    "# filter the category for each row\n",
    "nearby_venues['venue.categories'] = nearby_venues.apply(get_category_type, axis=1)\n",
    "\n",
    "# clean columns\n",
    "nearby_venues.columns = [col.split(\".\")[-1] for col in nearby_venues.columns]\n",
    "\n",
    "nearby_venues.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Let's create a function to repeat the same process to all the neighborhoods in North York"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getNearbyVenues(names, latitudes, longitudes, radius=500):\n",
    "    \n",
    "    venues_list=[]\n",
    "    for name, lat, lng in zip(names, latitudes, longitudes):\n",
    "        print(name)\n",
    "            \n",
    "        # create the API request URL\n",
    "        url = 'https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&v={}&ll={},{}&radius={}&limit={}'.format(\n",
    "            CLIENT_ID, \n",
    "            CLIENT_SECRET, \n",
    "            VERSION, \n",
    "            lat, \n",
    "            lng, \n",
    "            radius, \n",
    "            LIMIT)\n",
    "            \n",
    "        # make the GET request\n",
    "        results = requests.get(url).json()[\"response\"]['groups'][0]['items']\n",
    "        \n",
    "        # return only relevant information for each nearby venue\n",
    "        venues_list.append([(\n",
    "            name, \n",
    "            lat, \n",
    "            lng, \n",
    "            v['venue']['name'], \n",
    "            v['venue']['location']['lat'], \n",
    "            v['venue']['location']['lng'],  \n",
    "            v['venue']['categories'][0]['name']) for v in results])\n",
    "\n",
    "    nearby_venues = pd.DataFrame([item for venue_list in venues_list for item in venue_list])\n",
    "    nearby_venues.columns = ['Neighborhood', \n",
    "                  'Neighborhood Latitude', \n",
    "                  'Neighborhood Longitude', \n",
    "                  'Venue', \n",
    "                  'Venue Latitude', \n",
    "                  'Venue Longitude', \n",
    "                  'Venue Category']\n",
    "    \n",
    "    return(nearby_venues)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parkwoods\n",
      "Victoria Village\n",
      "Lawrence Manor, Lawrence Heights\n",
      "Don Mills\n",
      "Glencairn\n",
      "Don Mills\n",
      "Hillcrest Village\n",
      "Bathurst Manor, Wilson Heights, Downsview North\n",
      "Fairview, Henry Farm, Oriole\n",
      "Northwood Park, York University\n",
      "Bayview Village\n",
      "Downsview\n",
      "York Mills, Silver Hills\n",
      "Downsview\n",
      "North Park, Maple Leaf Park, Upwood Park\n",
      "Humber Summit\n",
      "Willowdale, Newtonbrook\n",
      "Downsview\n",
      "Bedford Park, Lawrence Manor East\n",
      "Humberlea, Emery\n",
      "Willowdale, Willowdale East\n",
      "Downsview\n",
      "York Mills West\n",
      "Willowdale, Willowdale West\n"
     ]
    }
   ],
   "source": [
    "#run the function\n",
    "nyork_venues = getNearbyVenues(names=nyork_data['Neighborhood'],\n",
    "                                   latitudes=nyork_data['Latitude'],\n",
    "                                   longitudes=nyork_data['Longitude'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Let's check the size of the resulting dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(319, 7)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Neighborhood Latitude</th>\n",
       "      <th>Neighborhood Longitude</th>\n",
       "      <th>Venue</th>\n",
       "      <th>Venue Latitude</th>\n",
       "      <th>Venue Longitude</th>\n",
       "      <th>Venue Category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>43.7545</td>\n",
       "      <td>-79.3300</td>\n",
       "      <td>Brookbanks Park</td>\n",
       "      <td>43.751976</td>\n",
       "      <td>-79.332140</td>\n",
       "      <td>Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>43.7545</td>\n",
       "      <td>-79.3300</td>\n",
       "      <td>GTA Restoration</td>\n",
       "      <td>43.753396</td>\n",
       "      <td>-79.333477</td>\n",
       "      <td>Fireworks Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>43.7545</td>\n",
       "      <td>-79.3300</td>\n",
       "      <td>Variety Store</td>\n",
       "      <td>43.751974</td>\n",
       "      <td>-79.333114</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>43.7276</td>\n",
       "      <td>-79.3148</td>\n",
       "      <td>Victoria Village Arena</td>\n",
       "      <td>43.723481</td>\n",
       "      <td>-79.315635</td>\n",
       "      <td>Hockey Arena</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>43.7276</td>\n",
       "      <td>-79.3148</td>\n",
       "      <td>Tim Hortons</td>\n",
       "      <td>43.725517</td>\n",
       "      <td>-79.313103</td>\n",
       "      <td>Coffee Shop</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Neighborhood  Neighborhood Latitude  Neighborhood Longitude  \\\n",
       "0         Parkwoods                43.7545                -79.3300   \n",
       "1         Parkwoods                43.7545                -79.3300   \n",
       "2         Parkwoods                43.7545                -79.3300   \n",
       "3  Victoria Village                43.7276                -79.3148   \n",
       "4  Victoria Village                43.7276                -79.3148   \n",
       "\n",
       "                    Venue  Venue Latitude  Venue Longitude     Venue Category  \n",
       "0         Brookbanks Park       43.751976       -79.332140               Park  \n",
       "1         GTA Restoration       43.753396       -79.333477    Fireworks Store  \n",
       "2           Variety Store       43.751974       -79.333114  Food & Drink Shop  \n",
       "3  Victoria Village Arena       43.723481       -79.315635       Hockey Arena  \n",
       "4             Tim Hortons       43.725517       -79.313103        Coffee Shop  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(nyork_venues.shape)\n",
    "nyork_venues.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood Latitude</th>\n",
       "      <th>Neighborhood Longitude</th>\n",
       "      <th>Venue</th>\n",
       "      <th>Venue Latitude</th>\n",
       "      <th>Venue Longitude</th>\n",
       "      <th>Venue Category</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Bathurst Manor, Wilson Heights, Downsview North</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bayview Village</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bedford Park, Lawrence Manor East</th>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Don Mills</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Downsview</th>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fairview, Henry Farm, Oriole</th>\n",
       "      <td>61</td>\n",
       "      <td>61</td>\n",
       "      <td>61</td>\n",
       "      <td>61</td>\n",
       "      <td>61</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Glencairn</th>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hillcrest Village</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Humber Summit</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Humberlea, Emery</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lawrence Manor, Lawrence Heights</th>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Park, Maple Leaf Park, Upwood Park</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Northwood Park, York University</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Parkwoods</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Victoria Village</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Willowdale, Newtonbrook</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Willowdale, Willowdale East</th>\n",
       "      <td>61</td>\n",
       "      <td>61</td>\n",
       "      <td>61</td>\n",
       "      <td>61</td>\n",
       "      <td>61</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Willowdale, Willowdale West</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>York Mills West</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>York Mills, Silver Hills</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 Neighborhood Latitude  \\\n",
       "Neighborhood                                                             \n",
       "Bathurst Manor, Wilson Heights, Downsview North                      8   \n",
       "Bayview Village                                                      3   \n",
       "Bedford Park, Lawrence Manor East                                   24   \n",
       "Don Mills                                                            9   \n",
       "Downsview                                                           28   \n",
       "Fairview, Henry Farm, Oriole                                        61   \n",
       "Glencairn                                                           14   \n",
       "Hillcrest Village                                                    2   \n",
       "Humber Summit                                                        2   \n",
       "Humberlea, Emery                                                     6   \n",
       "Lawrence Manor, Lawrence Heights                                    73   \n",
       "North Park, Maple Leaf Park, Upwood Park                             3   \n",
       "Northwood Park, York University                                      6   \n",
       "Parkwoods                                                            3   \n",
       "Victoria Village                                                     7   \n",
       "Willowdale, Newtonbrook                                              2   \n",
       "Willowdale, Willowdale East                                         61   \n",
       "Willowdale, Willowdale West                                          3   \n",
       "York Mills West                                                      2   \n",
       "York Mills, Silver Hills                                             2   \n",
       "\n",
       "                                                 Neighborhood Longitude  \\\n",
       "Neighborhood                                                              \n",
       "Bathurst Manor, Wilson Heights, Downsview North                       8   \n",
       "Bayview Village                                                       3   \n",
       "Bedford Park, Lawrence Manor East                                    24   \n",
       "Don Mills                                                             9   \n",
       "Downsview                                                            28   \n",
       "Fairview, Henry Farm, Oriole                                         61   \n",
       "Glencairn                                                            14   \n",
       "Hillcrest Village                                                     2   \n",
       "Humber Summit                                                         2   \n",
       "Humberlea, Emery                                                      6   \n",
       "Lawrence Manor, Lawrence Heights                                     73   \n",
       "North Park, Maple Leaf Park, Upwood Park                              3   \n",
       "Northwood Park, York University                                       6   \n",
       "Parkwoods                                                             3   \n",
       "Victoria Village                                                      7   \n",
       "Willowdale, Newtonbrook                                               2   \n",
       "Willowdale, Willowdale East                                          61   \n",
       "Willowdale, Willowdale West                                           3   \n",
       "York Mills West                                                       2   \n",
       "York Mills, Silver Hills                                              2   \n",
       "\n",
       "                                                 Venue  Venue Latitude  \\\n",
       "Neighborhood                                                             \n",
       "Bathurst Manor, Wilson Heights, Downsview North      8               8   \n",
       "Bayview Village                                      3               3   \n",
       "Bedford Park, Lawrence Manor East                   24              24   \n",
       "Don Mills                                            9               9   \n",
       "Downsview                                           28              28   \n",
       "Fairview, Henry Farm, Oriole                        61              61   \n",
       "Glencairn                                           14              14   \n",
       "Hillcrest Village                                    2               2   \n",
       "Humber Summit                                        2               2   \n",
       "Humberlea, Emery                                     6               6   \n",
       "Lawrence Manor, Lawrence Heights                    73              73   \n",
       "North Park, Maple Leaf Park, Upwood Park             3               3   \n",
       "Northwood Park, York University                      6               6   \n",
       "Parkwoods                                            3               3   \n",
       "Victoria Village                                     7               7   \n",
       "Willowdale, Newtonbrook                              2               2   \n",
       "Willowdale, Willowdale East                         61              61   \n",
       "Willowdale, Willowdale West                          3               3   \n",
       "York Mills West                                      2               2   \n",
       "York Mills, Silver Hills                             2               2   \n",
       "\n",
       "                                                 Venue Longitude  \\\n",
       "Neighborhood                                                       \n",
       "Bathurst Manor, Wilson Heights, Downsview North                8   \n",
       "Bayview Village                                                3   \n",
       "Bedford Park, Lawrence Manor East                             24   \n",
       "Don Mills                                                      9   \n",
       "Downsview                                                     28   \n",
       "Fairview, Henry Farm, Oriole                                  61   \n",
       "Glencairn                                                     14   \n",
       "Hillcrest Village                                              2   \n",
       "Humber Summit                                                  2   \n",
       "Humberlea, Emery                                               6   \n",
       "Lawrence Manor, Lawrence Heights                              73   \n",
       "North Park, Maple Leaf Park, Upwood Park                       3   \n",
       "Northwood Park, York University                                6   \n",
       "Parkwoods                                                      3   \n",
       "Victoria Village                                               7   \n",
       "Willowdale, Newtonbrook                                        2   \n",
       "Willowdale, Willowdale East                                   61   \n",
       "Willowdale, Willowdale West                                    3   \n",
       "York Mills West                                                2   \n",
       "York Mills, Silver Hills                                       2   \n",
       "\n",
       "                                                 Venue Category  \n",
       "Neighborhood                                                     \n",
       "Bathurst Manor, Wilson Heights, Downsview North               8  \n",
       "Bayview Village                                               3  \n",
       "Bedford Park, Lawrence Manor East                            24  \n",
       "Don Mills                                                     9  \n",
       "Downsview                                                    28  \n",
       "Fairview, Henry Farm, Oriole                                 61  \n",
       "Glencairn                                                    14  \n",
       "Hillcrest Village                                             2  \n",
       "Humber Summit                                                 2  \n",
       "Humberlea, Emery                                              6  \n",
       "Lawrence Manor, Lawrence Heights                             73  \n",
       "North Park, Maple Leaf Park, Upwood Park                      3  \n",
       "Northwood Park, York University                               6  \n",
       "Parkwoods                                                     3  \n",
       "Victoria Village                                              7  \n",
       "Willowdale, Newtonbrook                                       2  \n",
       "Willowdale, Willowdale East                                  61  \n",
       "Willowdale, Willowdale West                                   3  \n",
       "York Mills West                                               2  \n",
       "York Mills, Silver Hills                                      2  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check to see how many venues were returned for each neighborhood\n",
    "nyork_venues.groupby('Neighborhood').count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 115 uniques categories.\n"
     ]
    }
   ],
   "source": [
    "# Let's find out how many unique categories can be curated from all the returned venues\n",
    "print('There are {} uniques categories.'.format(len(nyork_venues['Venue Category'].unique())))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  Analyze Each Neighborhood"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Accessories Store</th>\n",
       "      <th>Airport</th>\n",
       "      <th>American Restaurant</th>\n",
       "      <th>Arts &amp; Crafts Store</th>\n",
       "      <th>Asian Restaurant</th>\n",
       "      <th>Bakery</th>\n",
       "      <th>Bank</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Baseball Field</th>\n",
       "      <th>...</th>\n",
       "      <th>Sushi Restaurant</th>\n",
       "      <th>Tea Room</th>\n",
       "      <th>Thai Restaurant</th>\n",
       "      <th>Theater</th>\n",
       "      <th>Toy / Game Store</th>\n",
       "      <th>Trail</th>\n",
       "      <th>Video Game Store</th>\n",
       "      <th>Vietnamese Restaurant</th>\n",
       "      <th>Women's Store</th>\n",
       "      <th>Yoga Studio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 116 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Neighborhood  Accessories Store  Airport  American Restaurant  \\\n",
       "0         Parkwoods                  0        0                    0   \n",
       "1         Parkwoods                  0        0                    0   \n",
       "2         Parkwoods                  0        0                    0   \n",
       "3  Victoria Village                  0        0                    0   \n",
       "4  Victoria Village                  0        0                    0   \n",
       "\n",
       "   Arts & Crafts Store  Asian Restaurant  Bakery  Bank  Bar  Baseball Field  \\\n",
       "0                    0                 0       0     0    0               0   \n",
       "1                    0                 0       0     0    0               0   \n",
       "2                    0                 0       0     0    0               0   \n",
       "3                    0                 0       0     0    0               0   \n",
       "4                    0                 0       0     0    0               0   \n",
       "\n",
       "   ...  Sushi Restaurant  Tea Room  Thai Restaurant  Theater  \\\n",
       "0  ...                 0         0                0        0   \n",
       "1  ...                 0         0                0        0   \n",
       "2  ...                 0         0                0        0   \n",
       "3  ...                 0         0                0        0   \n",
       "4  ...                 0         0                0        0   \n",
       "\n",
       "   Toy / Game Store  Trail  Video Game Store  Vietnamese Restaurant  \\\n",
       "0                 0      0                 0                      0   \n",
       "1                 0      0                 0                      0   \n",
       "2                 0      0                 0                      0   \n",
       "3                 0      0                 0                      0   \n",
       "4                 0      0                 0                      0   \n",
       "\n",
       "   Women's Store  Yoga Studio  \n",
       "0              0            0  \n",
       "1              0            0  \n",
       "2              0            0  \n",
       "3              0            0  \n",
       "4              0            0  \n",
       "\n",
       "[5 rows x 116 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# one hot encoding\n",
    "nyork_onehot = pd.get_dummies(nyork_venues[['Venue Category']], prefix=\"\", prefix_sep=\"\")\n",
    "\n",
    "# add neighborhood column back to dataframe\n",
    "nyork_onehot['Neighborhood'] = nyork_venues['Neighborhood'] \n",
    "\n",
    "# move neighborhood column to the first column\n",
    "fixed_columns = [nyork_onehot.columns[-1]] + list(nyork_onehot.columns[:-1])\n",
    "nyork_onehot = nyork_onehot[fixed_columns]\n",
    "\n",
    "nyork_onehot.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Next, let's group rows by neighborhood and by taking the mean of the frequency of occurrence of each category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Accessories Store</th>\n",
       "      <th>Airport</th>\n",
       "      <th>American Restaurant</th>\n",
       "      <th>Arts &amp; Crafts Store</th>\n",
       "      <th>Asian Restaurant</th>\n",
       "      <th>Bakery</th>\n",
       "      <th>Bank</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Baseball Field</th>\n",
       "      <th>...</th>\n",
       "      <th>Sushi Restaurant</th>\n",
       "      <th>Tea Room</th>\n",
       "      <th>Thai Restaurant</th>\n",
       "      <th>Theater</th>\n",
       "      <th>Toy / Game Store</th>\n",
       "      <th>Trail</th>\n",
       "      <th>Video Game Store</th>\n",
       "      <th>Vietnamese Restaurant</th>\n",
       "      <th>Women's Store</th>\n",
       "      <th>Yoga Studio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Bathurst Manor, Wilson Heights, Downsview North</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bayview Village</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bedford Park, Lawrence Manor East</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.041667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Don Mills</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Downsview</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.035714</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.035714</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Fairview, Henry Farm, Oriole</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.016393</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.016393</td>\n",
       "      <td>0.016393</td>\n",
       "      <td>0.032787</td>\n",
       "      <td>0.016393</td>\n",
       "      <td>0.032787</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.016393</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.016393</td>\n",
       "      <td>0.016393</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.016393</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.032787</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Glencairn</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.071429</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Hillcrest Village</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Humber Summit</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Humberlea, Emery</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Lawrence Manor, Lawrence Heights</td>\n",
       "      <td>0.013699</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.013699</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027397</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.027397</td>\n",
       "      <td>0.013699</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027397</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.013699</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.041096</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>North Park, Maple Leaf Park, Upwood Park</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Northwood Park, York University</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Willowdale, Newtonbrook</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Willowdale, Willowdale East</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.016393</td>\n",
       "      <td>0.016393</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.016393</td>\n",
       "      <td>0.016393</td>\n",
       "      <td>0.016393</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.049180</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.016393</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.016393</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Willowdale, Willowdale West</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>York Mills West</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>York Mills, Silver Hills</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20 rows × 116 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       Neighborhood  Accessories Store  \\\n",
       "0   Bathurst Manor, Wilson Heights, Downsview North           0.000000   \n",
       "1                                   Bayview Village           0.000000   \n",
       "2                 Bedford Park, Lawrence Manor East           0.000000   \n",
       "3                                         Don Mills           0.000000   \n",
       "4                                         Downsview           0.000000   \n",
       "5                      Fairview, Henry Farm, Oriole           0.000000   \n",
       "6                                         Glencairn           0.000000   \n",
       "7                                 Hillcrest Village           0.000000   \n",
       "8                                     Humber Summit           0.000000   \n",
       "9                                  Humberlea, Emery           0.000000   \n",
       "10                 Lawrence Manor, Lawrence Heights           0.013699   \n",
       "11         North Park, Maple Leaf Park, Upwood Park           0.000000   \n",
       "12                  Northwood Park, York University           0.000000   \n",
       "13                                        Parkwoods           0.000000   \n",
       "14                                 Victoria Village           0.000000   \n",
       "15                          Willowdale, Newtonbrook           0.000000   \n",
       "16                      Willowdale, Willowdale East           0.000000   \n",
       "17                      Willowdale, Willowdale West           0.000000   \n",
       "18                                  York Mills West           0.000000   \n",
       "19                         York Mills, Silver Hills           0.000000   \n",
       "\n",
       "     Airport  American Restaurant  Arts & Crafts Store  Asian Restaurant  \\\n",
       "0   0.000000             0.000000             0.000000          0.000000   \n",
       "1   0.000000             0.000000             0.000000          0.000000   \n",
       "2   0.000000             0.041667             0.000000          0.000000   \n",
       "3   0.000000             0.000000             0.000000          0.000000   \n",
       "4   0.035714             0.000000             0.000000          0.000000   \n",
       "5   0.000000             0.016393             0.000000          0.016393   \n",
       "6   0.000000             0.000000             0.000000          0.071429   \n",
       "7   0.000000             0.000000             0.000000          0.000000   \n",
       "8   0.000000             0.000000             0.000000          0.000000   \n",
       "9   0.000000             0.000000             0.000000          0.000000   \n",
       "10  0.000000             0.013699             0.000000          0.000000   \n",
       "11  0.000000             0.000000             0.000000          0.000000   \n",
       "12  0.000000             0.000000             0.000000          0.000000   \n",
       "13  0.000000             0.000000             0.000000          0.000000   \n",
       "14  0.000000             0.000000             0.000000          0.000000   \n",
       "15  0.000000             0.000000             0.000000          0.000000   \n",
       "16  0.000000             0.016393             0.016393          0.000000   \n",
       "17  0.000000             0.000000             0.000000          0.000000   \n",
       "18  0.000000             0.000000             0.000000          0.000000   \n",
       "19  0.000000             0.000000             0.000000          0.000000   \n",
       "\n",
       "      Bakery      Bank       Bar  Baseball Field  ...  Sushi Restaurant  \\\n",
       "0   0.000000  0.000000  0.000000        0.000000  ...          0.000000   \n",
       "1   0.000000  0.000000  0.000000        0.000000  ...          0.000000   \n",
       "2   0.000000  0.000000  0.000000        0.000000  ...          0.041667   \n",
       "3   0.000000  0.000000  0.000000        0.000000  ...          0.000000   \n",
       "4   0.000000  0.000000  0.000000        0.035714  ...          0.000000   \n",
       "5   0.016393  0.032787  0.016393        0.032787  ...          0.000000   \n",
       "6   0.000000  0.000000  0.000000        0.000000  ...          0.071429   \n",
       "7   0.000000  0.000000  0.000000        0.000000  ...          0.000000   \n",
       "8   0.000000  0.000000  0.000000        0.000000  ...          0.000000   \n",
       "9   0.000000  0.000000  0.000000        0.000000  ...          0.000000   \n",
       "10  0.027397  0.000000  0.000000        0.000000  ...          0.027397   \n",
       "11  0.333333  0.000000  0.000000        0.000000  ...          0.000000   \n",
       "12  0.000000  0.000000  0.000000        0.000000  ...          0.000000   \n",
       "13  0.000000  0.000000  0.000000        0.000000  ...          0.000000   \n",
       "14  0.000000  0.000000  0.000000        0.000000  ...          0.000000   \n",
       "15  0.000000  0.000000  0.000000        0.000000  ...          0.000000   \n",
       "16  0.016393  0.016393  0.016393        0.000000  ...          0.049180   \n",
       "17  0.000000  0.000000  0.000000        0.000000  ...          0.000000   \n",
       "18  0.000000  0.000000  0.000000        0.000000  ...          0.000000   \n",
       "19  0.000000  0.000000  0.000000        0.000000  ...          0.000000   \n",
       "\n",
       "    Tea Room  Thai Restaurant   Theater  Toy / Game Store     Trail  \\\n",
       "0   0.000000         0.000000  0.000000          0.000000  0.000000   \n",
       "1   0.000000         0.000000  0.000000          0.000000  0.333333   \n",
       "2   0.000000         0.041667  0.000000          0.000000  0.000000   \n",
       "3   0.000000         0.000000  0.000000          0.000000  0.000000   \n",
       "4   0.000000         0.000000  0.000000          0.000000  0.000000   \n",
       "5   0.016393         0.000000  0.016393          0.016393  0.000000   \n",
       "6   0.000000         0.000000  0.000000          0.000000  0.000000   \n",
       "7   0.000000         0.000000  0.000000          0.000000  0.000000   \n",
       "8   0.000000         0.000000  0.000000          0.000000  0.000000   \n",
       "9   0.000000         0.000000  0.000000          0.000000  0.000000   \n",
       "10  0.013699         0.000000  0.000000          0.027397  0.000000   \n",
       "11  0.000000         0.000000  0.000000          0.000000  0.333333   \n",
       "12  0.000000         0.000000  0.000000          0.000000  0.000000   \n",
       "13  0.000000         0.000000  0.000000          0.000000  0.000000   \n",
       "14  0.000000         0.000000  0.000000          0.000000  0.000000   \n",
       "15  0.000000         0.000000  0.000000          0.000000  0.000000   \n",
       "16  0.000000         0.000000  0.016393          0.000000  0.000000   \n",
       "17  0.000000         0.000000  0.000000          0.000000  0.000000   \n",
       "18  0.000000         0.000000  0.000000          0.000000  0.000000   \n",
       "19  0.000000         0.000000  0.000000          0.000000  0.000000   \n",
       "\n",
       "    Video Game Store  Vietnamese Restaurant  Women's Store  Yoga Studio  \n",
       "0           0.000000               0.000000       0.000000     0.000000  \n",
       "1           0.000000               0.000000       0.000000     0.000000  \n",
       "2           0.000000               0.000000       0.000000     0.000000  \n",
       "3           0.000000               0.000000       0.000000     0.111111  \n",
       "4           0.000000               0.071429       0.000000     0.000000  \n",
       "5           0.016393               0.000000       0.032787     0.000000  \n",
       "6           0.000000               0.000000       0.000000     0.000000  \n",
       "7           0.000000               0.000000       0.000000     0.000000  \n",
       "8           0.000000               0.000000       0.000000     0.000000  \n",
       "9           0.000000               0.000000       0.000000     0.000000  \n",
       "10          0.013699               0.000000       0.041096     0.000000  \n",
       "11          0.000000               0.000000       0.000000     0.000000  \n",
       "12          0.000000               0.000000       0.000000     0.000000  \n",
       "13          0.000000               0.000000       0.000000     0.000000  \n",
       "14          0.000000               0.000000       0.000000     0.000000  \n",
       "15          0.000000               0.000000       0.000000     0.000000  \n",
       "16          0.000000               0.016393       0.000000     0.000000  \n",
       "17          0.000000               0.000000       0.000000     0.000000  \n",
       "18          0.000000               0.000000       0.000000     0.000000  \n",
       "19          0.000000               0.000000       0.000000     0.000000  \n",
       "\n",
       "[20 rows x 116 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nyork_grouped = nyork_onehot.groupby('Neighborhood').mean().reset_index()\n",
    "nyork_grouped"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Let's print each neighborhood along with the top 5 most common venues"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----Bathurst Manor, Wilson Heights, Downsview North----\n",
      "                       venue  freq\n",
      "0                        Spa  0.12\n",
      "1              Grocery Store  0.12\n",
      "2                Pizza Place  0.12\n",
      "3                Coffee Shop  0.12\n",
      "4  Middle Eastern Restaurant  0.12\n",
      "\n",
      "\n",
      "----Bayview Village----\n",
      "               venue  freq\n",
      "0        Gas Station  0.33\n",
      "1               Park  0.33\n",
      "2              Trail  0.33\n",
      "3  Accessories Store  0.00\n",
      "4          Pet Store  0.00\n",
      "\n",
      "\n",
      "----Bedford Park, Lawrence Manor East----\n",
      "                venue  freq\n",
      "0         Coffee Shop  0.08\n",
      "1  Italian Restaurant  0.08\n",
      "2          Restaurant  0.08\n",
      "3      Sandwich Place  0.08\n",
      "4             Butcher  0.04\n",
      "\n",
      "\n",
      "----Don Mills----\n",
      "                        venue  freq\n",
      "0                        Park  0.22\n",
      "1                Home Service  0.22\n",
      "2                 Yoga Studio  0.11\n",
      "3      Furniture / Home Store  0.11\n",
      "4  Construction & Landscaping  0.11\n",
      "\n",
      "\n",
      "----Downsview----\n",
      "                   venue  freq\n",
      "0            Pizza Place  0.07\n",
      "1  Vietnamese Restaurant  0.07\n",
      "2         Discount Store  0.07\n",
      "3          Grocery Store  0.07\n",
      "4            Coffee Shop  0.07\n",
      "\n",
      "\n",
      "----Fairview, Henry Farm, Oriole----\n",
      "                  venue  freq\n",
      "0        Clothing Store  0.13\n",
      "1  Fast Food Restaurant  0.07\n",
      "2   Japanese Restaurant  0.05\n",
      "3           Coffee Shop  0.05\n",
      "4                  Bank  0.03\n",
      "\n",
      "\n",
      "----Glencairn----\n",
      "                  venue  freq\n",
      "0           Pizza Place  0.21\n",
      "1        Ice Cream Shop  0.07\n",
      "2  Fast Food Restaurant  0.07\n",
      "3           Fish Market  0.07\n",
      "4           Gas Station  0.07\n",
      "\n",
      "\n",
      "----Hillcrest Village----\n",
      "                                      venue  freq\n",
      "0                                      Park   0.5\n",
      "1  Residential Building (Apartment / Condo)   0.5\n",
      "2                         Accessories Store   0.0\n",
      "3                  Mediterranean Restaurant   0.0\n",
      "4                                  Pharmacy   0.0\n",
      "\n",
      "\n",
      "----Humber Summit----\n",
      "                    venue  freq\n",
      "0  Furniture / Home Store   0.5\n",
      "1            Home Service   0.5\n",
      "2       Accessories Store   0.0\n",
      "3                Pharmacy   0.0\n",
      "4               Pet Store   0.0\n",
      "\n",
      "\n",
      "----Humberlea, Emery----\n",
      "                       venue  freq\n",
      "0             Discount Store  0.17\n",
      "1  Latin American Restaurant  0.17\n",
      "2                Coffee Shop  0.17\n",
      "3                  Nightclub  0.17\n",
      "4                       Café  0.17\n",
      "\n",
      "\n",
      "----Lawrence Manor, Lawrence Heights----\n",
      "            venue  freq\n",
      "0  Clothing Store  0.21\n",
      "1     Coffee Shop  0.07\n",
      "2      Restaurant  0.04\n",
      "3   Women's Store  0.04\n",
      "4  Cosmetics Shop  0.04\n",
      "\n",
      "\n",
      "----North Park, Maple Leaf Park, Upwood Park----\n",
      "                      venue  freq\n",
      "0                    Bakery  0.33\n",
      "1                     Trail  0.33\n",
      "2          Basketball Court  0.33\n",
      "3         Accessories Store  0.00\n",
      "4  Mediterranean Restaurant  0.00\n",
      "\n",
      "\n",
      "----Northwood Park, York University----\n",
      "                       venue  freq\n",
      "0  Middle Eastern Restaurant  0.17\n",
      "1             Sandwich Place  0.17\n",
      "2              Metro Station  0.17\n",
      "3                 Sports Bar  0.17\n",
      "4                Pizza Place  0.17\n",
      "\n",
      "\n",
      "----Parkwoods----\n",
      "               venue  freq\n",
      "0               Park  0.33\n",
      "1    Fireworks Store  0.33\n",
      "2  Food & Drink Shop  0.33\n",
      "3  Accessories Store  0.00\n",
      "4        Men's Store  0.00\n",
      "\n",
      "\n",
      "----Victoria Village----\n",
      "                   venue  freq\n",
      "0           Intersection  0.14\n",
      "1                   Park  0.14\n",
      "2  Portuguese Restaurant  0.14\n",
      "3            Coffee Shop  0.14\n",
      "4           Hockey Arena  0.14\n",
      "\n",
      "\n",
      "----Willowdale, Newtonbrook----\n",
      "        venue  freq\n",
      "0  Playground   0.5\n",
      "1    Bus Line   0.5\n",
      "2    Pharmacy   0.0\n",
      "3   Pet Store   0.0\n",
      "4        Park   0.0\n",
      "\n",
      "\n",
      "----Willowdale, Willowdale East----\n",
      "              venue  freq\n",
      "0  Ramen Restaurant  0.07\n",
      "1       Coffee Shop  0.07\n",
      "2       Pizza Place  0.07\n",
      "3  Sushi Restaurant  0.05\n",
      "4    Sandwich Place  0.05\n",
      "\n",
      "\n",
      "----Willowdale, Willowdale West----\n",
      "                      venue  freq\n",
      "0               Coffee Shop  0.33\n",
      "1                      Park  0.33\n",
      "2                 Locksmith  0.33\n",
      "3         Accessories Store  0.00\n",
      "4  Mediterranean Restaurant  0.00\n",
      "\n",
      "\n",
      "----York Mills West----\n",
      "                      venue  freq\n",
      "0         Convenience Store   0.5\n",
      "1                      Park   0.5\n",
      "2  Mediterranean Restaurant   0.0\n",
      "3               Pizza Place   0.0\n",
      "4                  Pharmacy   0.0\n",
      "\n",
      "\n",
      "----York Mills, Silver Hills----\n",
      "               venue  freq\n",
      "0               Pool   0.5\n",
      "1          Cafeteria   0.5\n",
      "2  Accessories Store   0.0\n",
      "3           Platform   0.0\n",
      "4           Pharmacy   0.0\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "num_top_venues = 5\n",
    "\n",
    "for hood in nyork_grouped['Neighborhood']:\n",
    "    print(\"----\"+hood+\"----\")\n",
    "    temp = nyork_grouped[nyork_grouped['Neighborhood'] == hood].T.reset_index()\n",
    "    temp.columns = ['venue','freq']\n",
    "    temp = temp.iloc[1:]\n",
    "    temp['freq'] = temp['freq'].astype(float)\n",
    "    temp = temp.round({'freq': 2})\n",
    "    print(temp.sort_values('freq', ascending=False).reset_index(drop=True).head(num_top_venues))\n",
    "    print('\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Let's put that into a *pandas* dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "def return_most_common_venues(row, num_top_venues):\n",
    "    row_categories = row.iloc[1:]\n",
    "    row_categories_sorted = row_categories.sort_values(ascending=False)\n",
    "    \n",
    "    return row_categories_sorted.index.values[0:num_top_venues]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Bathurst Manor, Wilson Heights, Downsview North</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Middle Eastern Restaurant</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Spa</td>\n",
       "      <td>Fish Market</td>\n",
       "      <td>Department Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bayview Village</td>\n",
       "      <td>Park</td>\n",
       "      <td>Trail</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Food Court</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bedford Park, Lawrence Manor East</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Sandwich Place</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Café</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Butcher</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Hobby Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Don Mills</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Park</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Dessert Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Downsview</td>\n",
       "      <td>Shopping Mall</td>\n",
       "      <td>Vietnamese Restaurant</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Pharmacy</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Caribbean Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      Neighborhood 1st Most Common Venue  \\\n",
       "0  Bathurst Manor, Wilson Heights, Downsview North           Pizza Place   \n",
       "1                                  Bayview Village                  Park   \n",
       "2                Bedford Park, Lawrence Manor East    Italian Restaurant   \n",
       "3                                        Don Mills          Home Service   \n",
       "4                                        Downsview         Shopping Mall   \n",
       "\n",
       "   2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue  \\\n",
       "0          Deli / Bodega           Coffee Shop         Grocery Store   \n",
       "1                  Trail           Gas Station           Yoga Studio   \n",
       "2            Coffee Shop        Sandwich Place            Restaurant   \n",
       "3                   Park           Yoga Studio                  Pool   \n",
       "4  Vietnamese Restaurant           Coffee Shop        Discount Store   \n",
       "\n",
       "       5th Most Common Venue   6th Most Common Venue  \\\n",
       "0  Middle Eastern Restaurant     Fried Chicken Joint   \n",
       "1                 Food Court           Deli / Bodega   \n",
       "2              Grocery Store                    Café   \n",
       "3                        Gym  Furniture / Home Store   \n",
       "4                Pizza Place           Grocery Store   \n",
       "\n",
       "        7th Most Common Venue 8th Most Common Venue 9th Most Common Venue  \\\n",
       "0    Mediterranean Restaurant                   Spa           Fish Market   \n",
       "1            Department Store          Dessert Shop        Discount Store   \n",
       "2                 Pizza Place               Butcher              Pharmacy   \n",
       "3  Construction & Landscaping                  Bank   Fried Chicken Joint   \n",
       "4                    Pharmacy          Home Service  Caribbean Restaurant   \n",
       "\n",
       "  10th Most Common Venue  \n",
       "0       Department Store  \n",
       "1    Distribution Center  \n",
       "2             Hobby Shop  \n",
       "3           Dessert Shop  \n",
       "4   Fast Food Restaurant  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Now let's create the new dataframe and display the top 10 venues for each neighborhood.\n",
    "num_top_venues = 10\n",
    "\n",
    "indicators = ['st', 'nd', 'rd']\n",
    "\n",
    "# create columns according to number of top venues\n",
    "columns = ['Neighborhood']\n",
    "for ind in np.arange(num_top_venues):\n",
    "    try:\n",
    "        columns.append('{}{} Most Common Venue'.format(ind+1, indicators[ind]))\n",
    "    except:\n",
    "        columns.append('{}th Most Common Venue'.format(ind+1))\n",
    "\n",
    "# create a new dataframe\n",
    "neighborhoods_venues_sorted = pd.DataFrame(columns=columns)\n",
    "neighborhoods_venues_sorted['Neighborhood'] = nyork_grouped['Neighborhood']\n",
    "\n",
    "for ind in np.arange(nyork_grouped.shape[0]):\n",
    "    neighborhoods_venues_sorted.iloc[ind, 1:] = return_most_common_venues(nyork_grouped.iloc[ind, :], num_top_venues)\n",
    "\n",
    "neighborhoods_venues_sorted.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Cluster Neighborhoods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 1, 1, 1, 1, 1, 0, 2, 1], dtype=int32)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# set number of clusters\n",
    "kclusters = 5\n",
    "\n",
    "nyork_grouped_clustering = nyork_grouped.drop('Neighborhood', 1)\n",
    "\n",
    "# run k-means clustering\n",
    "kmeans = KMeans(n_clusters=kclusters, random_state=0).fit(nyork_grouped_clustering)\n",
    "\n",
    "# check cluster labels generated for each row in the dataframe\n",
    "kmeans.labels_[0:10] "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's create a new dataframe that includes the cluster as well as the top 10 venues for each neighborhood."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Postal Code</th>\n",
       "      <th>Borough</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Cluster Labels</th>\n",
       "      <th>1st Most Common Venue</th>\n",
       "      <th>2nd Most Common Venue</th>\n",
       "      <th>3rd Most Common Venue</th>\n",
       "      <th>4th Most Common Venue</th>\n",
       "      <th>5th Most Common Venue</th>\n",
       "      <th>6th Most Common Venue</th>\n",
       "      <th>7th Most Common Venue</th>\n",
       "      <th>8th Most Common Venue</th>\n",
       "      <th>9th Most Common Venue</th>\n",
       "      <th>10th Most Common Venue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>M3A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Parkwoods</td>\n",
       "      <td>43.7545</td>\n",
       "      <td>-79.3300</td>\n",
       "      <td>0</td>\n",
       "      <td>Park</td>\n",
       "      <td>Fireworks Store</td>\n",
       "      <td>Food &amp; Drink Shop</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Deli / Bodega</td>\n",
       "      <td>Department Store</td>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>Discount Store</td>\n",
       "      <td>Distribution Center</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>M4A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Victoria Village</td>\n",
       "      <td>43.7276</td>\n",
       "      <td>-79.3148</td>\n",
       "      <td>1</td>\n",
       "      <td>Intersection</td>\n",
       "      <td>Portuguese Restaurant</td>\n",
       "      <td>Hockey Arena</td>\n",
       "      <td>French Restaurant</td>\n",
       "      <td>Park</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Bar</td>\n",
       "      <td>Department Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>M6A</td>\n",
       "      <td>North York</td>\n",
       "      <td>Lawrence Manor, Lawrence Heights</td>\n",
       "      <td>43.7223</td>\n",
       "      <td>-79.4504</td>\n",
       "      <td>1</td>\n",
       "      <td>Clothing Store</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Restaurant</td>\n",
       "      <td>Cosmetics Shop</td>\n",
       "      <td>Women's Store</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Men's Store</td>\n",
       "      <td>Electronics Store</td>\n",
       "      <td>Bakery</td>\n",
       "      <td>Sandwich Place</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>M3B</td>\n",
       "      <td>North York</td>\n",
       "      <td>Don Mills</td>\n",
       "      <td>43.7450</td>\n",
       "      <td>-79.3590</td>\n",
       "      <td>1</td>\n",
       "      <td>Home Service</td>\n",
       "      <td>Park</td>\n",
       "      <td>Yoga Studio</td>\n",
       "      <td>Pool</td>\n",
       "      <td>Gym</td>\n",
       "      <td>Furniture / Home Store</td>\n",
       "      <td>Construction &amp; Landscaping</td>\n",
       "      <td>Bank</td>\n",
       "      <td>Fried Chicken Joint</td>\n",
       "      <td>Dessert Shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>M6B</td>\n",
       "      <td>North York</td>\n",
       "      <td>Glencairn</td>\n",
       "      <td>43.7081</td>\n",
       "      <td>-79.4479</td>\n",
       "      <td>1</td>\n",
       "      <td>Pizza Place</td>\n",
       "      <td>Ice Cream Shop</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>Mediterranean Restaurant</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>Latin American Restaurant</td>\n",
       "      <td>Fast Food Restaurant</td>\n",
       "      <td>Sushi Restaurant</td>\n",
       "      <td>Japanese Restaurant</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Postal Code     Borough                      Neighborhood  Latitude  \\\n",
       "0         M3A  North York                         Parkwoods   43.7545   \n",
       "1         M4A  North York                  Victoria Village   43.7276   \n",
       "2         M6A  North York  Lawrence Manor, Lawrence Heights   43.7223   \n",
       "3         M3B  North York                         Don Mills   43.7450   \n",
       "4         M6B  North York                         Glencairn   43.7081   \n",
       "\n",
       "   Longitude  Cluster Labels 1st Most Common Venue  2nd Most Common Venue  \\\n",
       "0   -79.3300               0                  Park        Fireworks Store   \n",
       "1   -79.3148               1          Intersection  Portuguese Restaurant   \n",
       "2   -79.4504               1        Clothing Store            Coffee Shop   \n",
       "3   -79.3590               1          Home Service                   Park   \n",
       "4   -79.4479               1           Pizza Place         Ice Cream Shop   \n",
       "\n",
       "  3rd Most Common Venue     4th Most Common Venue 5th Most Common Venue  \\\n",
       "0     Food & Drink Shop               Yoga Studio     French Restaurant   \n",
       "1          Hockey Arena         French Restaurant                  Park   \n",
       "2            Restaurant            Cosmetics Shop         Women's Store   \n",
       "3           Yoga Studio                      Pool                   Gym   \n",
       "4         Grocery Store  Mediterranean Restaurant           Gas Station   \n",
       "\n",
       "       6th Most Common Venue       7th Most Common Venue  \\\n",
       "0              Deli / Bodega            Department Store   \n",
       "1                Coffee Shop                 Pizza Place   \n",
       "2           Sushi Restaurant                 Men's Store   \n",
       "3     Furniture / Home Store  Construction & Landscaping   \n",
       "4  Latin American Restaurant        Fast Food Restaurant   \n",
       "\n",
       "  8th Most Common Venue 9th Most Common Venue 10th Most Common Venue  \n",
       "0          Dessert Shop        Discount Store    Distribution Center  \n",
       "1                  Bank                   Bar       Department Store  \n",
       "2     Electronics Store                Bakery         Sandwich Place  \n",
       "3                  Bank   Fried Chicken Joint           Dessert Shop  \n",
       "4      Sushi Restaurant   Japanese Restaurant     Italian Restaurant  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# add clustering labels\n",
    "neighborhoods_venues_sorted.insert(0, 'Cluster Labels', kmeans.labels_)\n",
    "\n",
    "nyork_merged = nyork_data\n",
    "\n",
    "# merge toronto_grouped with toronto_data to add latitude/longitude for each neighborhood\n",
    "nyork_merged = nyork_merged.join(neighborhoods_venues_sorted.set_index('Neighborhood'), on='Neighborhood')\n",
    "\n",
    "nyork_merged.head() # check the last columns!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, let's visualize the resulting clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS = false; L_NO_TOUCH = false; L_DISABLE_3D = false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.js"></script>
    <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawgit.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <style> #map_9f8989b84a2044f2bd8f5b4e3245eacb {
                position : relative;
                width : 100.0%;
                height: 100.0%;
                left: 0.0%;
                top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_9f8989b84a2044f2bd8f5b4e3245eacb" ></div>
        
</body>
<script>    
    

            
                var bounds = null;
            

            var map_9f8989b84a2044f2bd8f5b4e3245eacb = L.map(
                                  'map_9f8989b84a2044f2bd8f5b4e3245eacb',
                                  {center: [43.7543263,-79.44911696639593],
                                  zoom: 12,
                                  maxBounds: bounds,
                                  layers: [],
                                  worldCopyJump: false,
                                  crs: L.CRS.EPSG3857
                                 });
            
        
    
            var tile_layer_0a811f3686a7412ba1da1779b71df1fa = L.tileLayer(
                'https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png',
                {
  "attribution": null,
  "detectRetina": false,
  "maxZoom": 18,
  "minZoom": 1,
  "noWrap": false,
  "subdomains": "abc"
}
                ).addTo(map_9f8989b84a2044f2bd8f5b4e3245eacb);
        
    
            var circle_marker_302191ea0a494d738d46e4a87eba1833 = L.circleMarker(
                [43.7545,-79.33],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9f8989b84a2044f2bd8f5b4e3245eacb);
            
    
            var popup_2ec28ea85c1246da87c96ba7f6049e56 = L.popup({maxWidth: '300'});

            
                var html_5cc5cd38ad0e4b08b64d1927c315b15c = $('<div id="html_5cc5cd38ad0e4b08b64d1927c315b15c" style="width: 100.0%; height: 100.0%;">Parkwoods Cluster 0</div>')[0];
                popup_2ec28ea85c1246da87c96ba7f6049e56.setContent(html_5cc5cd38ad0e4b08b64d1927c315b15c);
            

            circle_marker_302191ea0a494d738d46e4a87eba1833.bindPopup(popup_2ec28ea85c1246da87c96ba7f6049e56);

            
        
    
            var circle_marker_643be33b6b6f4741b490086d8c314280 = L.circleMarker(
                [43.7276,-79.3148],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9f8989b84a2044f2bd8f5b4e3245eacb);
            
    
            var popup_1977a549d67841cb9facd230a067f5c2 = L.popup({maxWidth: '300'});

            
                var html_4d9bd2714b8d40aebe530f49bd9ef2fb = $('<div id="html_4d9bd2714b8d40aebe530f49bd9ef2fb" style="width: 100.0%; height: 100.0%;">Victoria Village Cluster 1</div>')[0];
                popup_1977a549d67841cb9facd230a067f5c2.setContent(html_4d9bd2714b8d40aebe530f49bd9ef2fb);
            

            circle_marker_643be33b6b6f4741b490086d8c314280.bindPopup(popup_1977a549d67841cb9facd230a067f5c2);

            
        
    
            var circle_marker_91a160dcc3e147679bbfa1ab6ebf5156 = L.circleMarker(
                [43.7223,-79.4504],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9f8989b84a2044f2bd8f5b4e3245eacb);
            
    
            var popup_78a4ee3e26884e748e29ed08a1639736 = L.popup({maxWidth: '300'});

            
                var html_960ef1c43a2c443fae8782cef2e6587e = $('<div id="html_960ef1c43a2c443fae8782cef2e6587e" style="width: 100.0%; height: 100.0%;">Lawrence Manor, Lawrence Heights Cluster 1</div>')[0];
                popup_78a4ee3e26884e748e29ed08a1639736.setContent(html_960ef1c43a2c443fae8782cef2e6587e);
            

            circle_marker_91a160dcc3e147679bbfa1ab6ebf5156.bindPopup(popup_78a4ee3e26884e748e29ed08a1639736);

            
        
    
            var circle_marker_432880c807a44af5804d6e9e888d308f = L.circleMarker(
                [43.745,-79.359],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9f8989b84a2044f2bd8f5b4e3245eacb);
            
    
            var popup_a78b230012964f4fa3684841ec5726ab = L.popup({maxWidth: '300'});

            
                var html_00306976083749d1b80fb3076eae8482 = $('<div id="html_00306976083749d1b80fb3076eae8482" style="width: 100.0%; height: 100.0%;">Don Mills Cluster 1</div>')[0];
                popup_a78b230012964f4fa3684841ec5726ab.setContent(html_00306976083749d1b80fb3076eae8482);
            

            circle_marker_432880c807a44af5804d6e9e888d308f.bindPopup(popup_a78b230012964f4fa3684841ec5726ab);

            
        
    
            var circle_marker_5f62c1e0e537468b9b658c2cddf9fa49 = L.circleMarker(
                [43.7081,-79.4479],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9f8989b84a2044f2bd8f5b4e3245eacb);
            
    
            var popup_991ad648cd1d42e89ad4ccc7d14b1840 = L.popup({maxWidth: '300'});

            
                var html_556148f0599f4844aaa08339c1be36f4 = $('<div id="html_556148f0599f4844aaa08339c1be36f4" style="width: 100.0%; height: 100.0%;">Glencairn Cluster 1</div>')[0];
                popup_991ad648cd1d42e89ad4ccc7d14b1840.setContent(html_556148f0599f4844aaa08339c1be36f4);
            

            circle_marker_5f62c1e0e537468b9b658c2cddf9fa49.bindPopup(popup_991ad648cd1d42e89ad4ccc7d14b1840);

            
        
    
            var circle_marker_1a07946cdaf8474eb5a04efd37cc6242 = L.circleMarker(
                [43.7334,-79.3329],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9f8989b84a2044f2bd8f5b4e3245eacb);
            
    
            var popup_8bcd214831d5449686b5a51496b86654 = L.popup({maxWidth: '300'});

            
                var html_85ce69701d034576ba197c947af06be2 = $('<div id="html_85ce69701d034576ba197c947af06be2" style="width: 100.0%; height: 100.0%;">Don Mills Cluster 1</div>')[0];
                popup_8bcd214831d5449686b5a51496b86654.setContent(html_85ce69701d034576ba197c947af06be2);
            

            circle_marker_1a07946cdaf8474eb5a04efd37cc6242.bindPopup(popup_8bcd214831d5449686b5a51496b86654);

            
        
    
            var circle_marker_db223b31d30749a5a8e69c7dcb62f52b = L.circleMarker(
                [43.8015,-79.3577],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9f8989b84a2044f2bd8f5b4e3245eacb);
            
    
            var popup_a9a0173ce8ee4ed5b52940a200f2966c = L.popup({maxWidth: '300'});

            
                var html_d67c4b6bfab442d895dba54115b61266 = $('<div id="html_d67c4b6bfab442d895dba54115b61266" style="width: 100.0%; height: 100.0%;">Hillcrest Village Cluster 0</div>')[0];
                popup_a9a0173ce8ee4ed5b52940a200f2966c.setContent(html_d67c4b6bfab442d895dba54115b61266);
            

            circle_marker_db223b31d30749a5a8e69c7dcb62f52b.bindPopup(popup_a9a0173ce8ee4ed5b52940a200f2966c);

            
        
    
            var circle_marker_38a2345c7a8c4d95ad0274c5ce9641d6 = L.circleMarker(
                [43.7535,-79.4472],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9f8989b84a2044f2bd8f5b4e3245eacb);
            
    
            var popup_816a853df3be45af8293df662e63173f = L.popup({maxWidth: '300'});

            
                var html_36ad9bad365a43d0807c931660ca8712 = $('<div id="html_36ad9bad365a43d0807c931660ca8712" style="width: 100.0%; height: 100.0%;">Bathurst Manor, Wilson Heights, Downsview North Cluster 1</div>')[0];
                popup_816a853df3be45af8293df662e63173f.setContent(html_36ad9bad365a43d0807c931660ca8712);
            

            circle_marker_38a2345c7a8c4d95ad0274c5ce9641d6.bindPopup(popup_816a853df3be45af8293df662e63173f);

            
        
    
            var circle_marker_045845e6accb4d41a534218a59f12647 = L.circleMarker(
                [43.7801,-79.3479],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9f8989b84a2044f2bd8f5b4e3245eacb);
            
    
            var popup_923b9d827944471ea745f76b3768266a = L.popup({maxWidth: '300'});

            
                var html_f06958c09ea04f85880c5396a7870223 = $('<div id="html_f06958c09ea04f85880c5396a7870223" style="width: 100.0%; height: 100.0%;">Fairview, Henry Farm, Oriole Cluster 1</div>')[0];
                popup_923b9d827944471ea745f76b3768266a.setContent(html_f06958c09ea04f85880c5396a7870223);
            

            circle_marker_045845e6accb4d41a534218a59f12647.bindPopup(popup_923b9d827944471ea745f76b3768266a);

            
        
    
            var circle_marker_a53b627674414cafaa33a2fb6cda624f = L.circleMarker(
                [43.7694,-79.4921],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9f8989b84a2044f2bd8f5b4e3245eacb);
            
    
            var popup_a66c4a4d0cee443b9b04ebe0a9a1ab12 = L.popup({maxWidth: '300'});

            
                var html_2f591ec87d29464488d58435baf6b343 = $('<div id="html_2f591ec87d29464488d58435baf6b343" style="width: 100.0%; height: 100.0%;">Northwood Park, York University Cluster 1</div>')[0];
                popup_a66c4a4d0cee443b9b04ebe0a9a1ab12.setContent(html_2f591ec87d29464488d58435baf6b343);
            

            circle_marker_a53b627674414cafaa33a2fb6cda624f.bindPopup(popup_a66c4a4d0cee443b9b04ebe0a9a1ab12);

            
        
    
            var circle_marker_06fd22eee6a5489b8d93c5487f9040ba = L.circleMarker(
                [43.7797,-79.3813],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9f8989b84a2044f2bd8f5b4e3245eacb);
            
    
            var popup_c04125a1e8be4b8cbf347082f30d5c84 = L.popup({maxWidth: '300'});

            
                var html_f77bf74055154770b7e2f184938d4281 = $('<div id="html_f77bf74055154770b7e2f184938d4281" style="width: 100.0%; height: 100.0%;">Bayview Village Cluster 1</div>')[0];
                popup_c04125a1e8be4b8cbf347082f30d5c84.setContent(html_f77bf74055154770b7e2f184938d4281);
            

            circle_marker_06fd22eee6a5489b8d93c5487f9040ba.bindPopup(popup_c04125a1e8be4b8cbf347082f30d5c84);

            
        
    
            var circle_marker_fd64f76fe59d46ef88c7b43e9b46b894 = L.circleMarker(
                [43.739,-79.4692],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9f8989b84a2044f2bd8f5b4e3245eacb);
            
    
            var popup_2f6dd00ccddd4f0a9f768059d8466a31 = L.popup({maxWidth: '300'});

            
                var html_ce916e1879ca4dcdb0354de517523248 = $('<div id="html_ce916e1879ca4dcdb0354de517523248" style="width: 100.0%; height: 100.0%;">Downsview Cluster 1</div>')[0];
                popup_2f6dd00ccddd4f0a9f768059d8466a31.setContent(html_ce916e1879ca4dcdb0354de517523248);
            

            circle_marker_fd64f76fe59d46ef88c7b43e9b46b894.bindPopup(popup_2f6dd00ccddd4f0a9f768059d8466a31);

            
        
    
            var circle_marker_db1ce52b4e7142988b5d7c4033d34af7 = L.circleMarker(
                [43.7547,-79.3764],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9f8989b84a2044f2bd8f5b4e3245eacb);
            
    
            var popup_bce62bdc10474c58aabdaa5069866e4e = L.popup({maxWidth: '300'});

            
                var html_525ab9c98333407fb049c3249f747db0 = $('<div id="html_525ab9c98333407fb049c3249f747db0" style="width: 100.0%; height: 100.0%;">York Mills, Silver Hills Cluster 1</div>')[0];
                popup_bce62bdc10474c58aabdaa5069866e4e.setContent(html_525ab9c98333407fb049c3249f747db0);
            

            circle_marker_db1ce52b4e7142988b5d7c4033d34af7.bindPopup(popup_bce62bdc10474c58aabdaa5069866e4e);

            
        
    
            var circle_marker_581c84125e024c22abb89481c897fb75 = L.circleMarker(
                [43.7334,-79.5116],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9f8989b84a2044f2bd8f5b4e3245eacb);
            
    
            var popup_a85b2bbd41de49e2a9766b93aedd47f0 = L.popup({maxWidth: '300'});

            
                var html_167f7e08d306435b9a52a5360b464eb4 = $('<div id="html_167f7e08d306435b9a52a5360b464eb4" style="width: 100.0%; height: 100.0%;">Downsview Cluster 1</div>')[0];
                popup_a85b2bbd41de49e2a9766b93aedd47f0.setContent(html_167f7e08d306435b9a52a5360b464eb4);
            

            circle_marker_581c84125e024c22abb89481c897fb75.bindPopup(popup_a85b2bbd41de49e2a9766b93aedd47f0);

            
        
    
            var circle_marker_61fea5aeca5843c9b0b411c35d2cda23 = L.circleMarker(
                [43.7137,-79.4869],
                {
  "bubblingMouseEvents": true,
  "color": "#ffb360",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ffb360",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9f8989b84a2044f2bd8f5b4e3245eacb);
            
    
            var popup_c1028e4cca1a43269acf8b8275efb0f8 = L.popup({maxWidth: '300'});

            
                var html_4dc6fee6b85f44c3abec2a4b640d69ab = $('<div id="html_4dc6fee6b85f44c3abec2a4b640d69ab" style="width: 100.0%; height: 100.0%;">North Park, Maple Leaf Park, Upwood Park Cluster 4</div>')[0];
                popup_c1028e4cca1a43269acf8b8275efb0f8.setContent(html_4dc6fee6b85f44c3abec2a4b640d69ab);
            

            circle_marker_61fea5aeca5843c9b0b411c35d2cda23.bindPopup(popup_c1028e4cca1a43269acf8b8275efb0f8);

            
        
    
            var circle_marker_1bf0c9cd7be747348f23d0298c3f9a77 = L.circleMarker(
                [43.7598,-79.5565],
                {
  "bubblingMouseEvents": true,
  "color": "#00b5eb",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#00b5eb",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9f8989b84a2044f2bd8f5b4e3245eacb);
            
    
            var popup_1ac06e103c674e239ad3c17405a0ebb0 = L.popup({maxWidth: '300'});

            
                var html_bd16799d63ed49c0b3d5707dd118d9a1 = $('<div id="html_bd16799d63ed49c0b3d5707dd118d9a1" style="width: 100.0%; height: 100.0%;">Humber Summit Cluster 2</div>')[0];
                popup_1ac06e103c674e239ad3c17405a0ebb0.setContent(html_bd16799d63ed49c0b3d5707dd118d9a1);
            

            circle_marker_1bf0c9cd7be747348f23d0298c3f9a77.bindPopup(popup_1ac06e103c674e239ad3c17405a0ebb0);

            
        
    
            var circle_marker_a63a98618d674c69833e01c34af2e569 = L.circleMarker(
                [43.7915,-79.4103],
                {
  "bubblingMouseEvents": true,
  "color": "#80ffb4",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#80ffb4",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9f8989b84a2044f2bd8f5b4e3245eacb);
            
    
            var popup_f52277bb0cec408b9f2dda3b00de8ecf = L.popup({maxWidth: '300'});

            
                var html_b1cfb0ff9962460992a07504491f1780 = $('<div id="html_b1cfb0ff9962460992a07504491f1780" style="width: 100.0%; height: 100.0%;">Willowdale, Newtonbrook Cluster 3</div>')[0];
                popup_f52277bb0cec408b9f2dda3b00de8ecf.setContent(html_b1cfb0ff9962460992a07504491f1780);
            

            circle_marker_a63a98618d674c69833e01c34af2e569.bindPopup(popup_f52277bb0cec408b9f2dda3b00de8ecf);

            
        
    
            var circle_marker_d8d8939ac40941c2b77f7284bd6b2dd4 = L.circleMarker(
                [43.7319,-79.4928],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9f8989b84a2044f2bd8f5b4e3245eacb);
            
    
            var popup_1b1cc436ebcd48009f42bb34303f4f92 = L.popup({maxWidth: '300'});

            
                var html_1503377786a840c4bc2e413d82bed763 = $('<div id="html_1503377786a840c4bc2e413d82bed763" style="width: 100.0%; height: 100.0%;">Downsview Cluster 1</div>')[0];
                popup_1b1cc436ebcd48009f42bb34303f4f92.setContent(html_1503377786a840c4bc2e413d82bed763);
            

            circle_marker_d8d8939ac40941c2b77f7284bd6b2dd4.bindPopup(popup_1b1cc436ebcd48009f42bb34303f4f92);

            
        
    
            var circle_marker_1ddc038920ba44d68ee52d6a40967bbe = L.circleMarker(
                [43.7335,-79.4177],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9f8989b84a2044f2bd8f5b4e3245eacb);
            
    
            var popup_ae2488b0370041c9b4a5b2cf54683934 = L.popup({maxWidth: '300'});

            
                var html_ed7d91756f7047c5a638a3d8ba65f801 = $('<div id="html_ed7d91756f7047c5a638a3d8ba65f801" style="width: 100.0%; height: 100.0%;">Bedford Park, Lawrence Manor East Cluster 1</div>')[0];
                popup_ae2488b0370041c9b4a5b2cf54683934.setContent(html_ed7d91756f7047c5a638a3d8ba65f801);
            

            circle_marker_1ddc038920ba44d68ee52d6a40967bbe.bindPopup(popup_ae2488b0370041c9b4a5b2cf54683934);

            
        
    
            var circle_marker_f6a138607274467d8d3e1d6880947b32 = L.circleMarker(
                [43.7366,-79.5401],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9f8989b84a2044f2bd8f5b4e3245eacb);
            
    
            var popup_28d8342419c941249959b243a6f885a4 = L.popup({maxWidth: '300'});

            
                var html_12cf079ed30844c983a401fd51381afe = $('<div id="html_12cf079ed30844c983a401fd51381afe" style="width: 100.0%; height: 100.0%;">Humberlea, Emery Cluster 1</div>')[0];
                popup_28d8342419c941249959b243a6f885a4.setContent(html_12cf079ed30844c983a401fd51381afe);
            

            circle_marker_f6a138607274467d8d3e1d6880947b32.bindPopup(popup_28d8342419c941249959b243a6f885a4);

            
        
    
            var circle_marker_682fa050c5ac46149d6411b5eab0ffda = L.circleMarker(
                [43.7673,-79.4111],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9f8989b84a2044f2bd8f5b4e3245eacb);
            
    
            var popup_7a40c0d15d404ba4a357f8515e13d05c = L.popup({maxWidth: '300'});

            
                var html_1727e4ab5e68417c86fa5ecb708a0178 = $('<div id="html_1727e4ab5e68417c86fa5ecb708a0178" style="width: 100.0%; height: 100.0%;">Willowdale, Willowdale East Cluster 1</div>')[0];
                popup_7a40c0d15d404ba4a357f8515e13d05c.setContent(html_1727e4ab5e68417c86fa5ecb708a0178);
            

            circle_marker_682fa050c5ac46149d6411b5eab0ffda.bindPopup(popup_7a40c0d15d404ba4a357f8515e13d05c);

            
        
    
            var circle_marker_3fc007b55ea241bb914e3eae3af70d3d = L.circleMarker(
                [43.7568,-79.521],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9f8989b84a2044f2bd8f5b4e3245eacb);
            
    
            var popup_c2d9293c89624db4929d7c0916eb6c91 = L.popup({maxWidth: '300'});

            
                var html_11b2ebb90d1d4ae08ecd3f920e1aeffc = $('<div id="html_11b2ebb90d1d4ae08ecd3f920e1aeffc" style="width: 100.0%; height: 100.0%;">Downsview Cluster 1</div>')[0];
                popup_c2d9293c89624db4929d7c0916eb6c91.setContent(html_11b2ebb90d1d4ae08ecd3f920e1aeffc);
            

            circle_marker_3fc007b55ea241bb914e3eae3af70d3d.bindPopup(popup_c2d9293c89624db4929d7c0916eb6c91);

            
        
    
            var circle_marker_8be4a5d7de604bb69cb4ecaeffac0252 = L.circleMarker(
                [43.75,-79.3978],
                {
  "bubblingMouseEvents": true,
  "color": "#ff0000",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#ff0000",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9f8989b84a2044f2bd8f5b4e3245eacb);
            
    
            var popup_7407ddb59dc245beaf75a9d44f801aeb = L.popup({maxWidth: '300'});

            
                var html_755f34fcc6c6482aacc3ec2900f340a0 = $('<div id="html_755f34fcc6c6482aacc3ec2900f340a0" style="width: 100.0%; height: 100.0%;">York Mills West Cluster 0</div>')[0];
                popup_7407ddb59dc245beaf75a9d44f801aeb.setContent(html_755f34fcc6c6482aacc3ec2900f340a0);
            

            circle_marker_8be4a5d7de604bb69cb4ecaeffac0252.bindPopup(popup_7407ddb59dc245beaf75a9d44f801aeb);

            
        
    
            var circle_marker_5945479e4c3d4f959f9e3f0baaf9ac58 = L.circleMarker(
                [43.7786,-79.445],
                {
  "bubblingMouseEvents": true,
  "color": "#8000ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "#8000ff",
  "fillOpacity": 0.7,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_9f8989b84a2044f2bd8f5b4e3245eacb);
            
    
            var popup_90b5b62b874e488e886b102b16b131ae = L.popup({maxWidth: '300'});

            
                var html_7b50689ba2154e72a222613dba83e3b2 = $('<div id="html_7b50689ba2154e72a222613dba83e3b2" style="width: 100.0%; height: 100.0%;">Willowdale, Willowdale West Cluster 1</div>')[0];
                popup_90b5b62b874e488e886b102b16b131ae.setContent(html_7b50689ba2154e72a222613dba83e3b2);
            

            circle_marker_5945479e4c3d4f959f9e3f0baaf9ac58.bindPopup(popup_90b5b62b874e488e886b102b16b131ae);

            
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f0bba69fa90>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create map\n",
    "map_clusters = folium.Map(location=[latitude, longitude], zoom_start=12)\n",
    "\n",
    "# Matplotlib and associated plotting modules\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.colors as colors\n",
    "\n",
    "# set color scheme for the clusters\n",
    "x = np.arange(kclusters)\n",
    "ys = [i + x + (i*x)**2 for i in range(kclusters)]\n",
    "colors_array = cm.rainbow(np.linspace(0, 1, len(ys)))\n",
    "rainbow = [colors.rgb2hex(i) for i in colors_array]\n",
    "\n",
    "# add markers to the map\n",
    "markers_colors = []\n",
    "for lat, lon, poi, cluster in zip(nyork_merged['Latitude'], nyork_merged['Longitude'], nyork_merged['Neighborhood'], nyork_merged['Cluster Labels']):\n",
    "    label = folium.Popup(str(poi) + ' Cluster ' + str(cluster), parse_html=True)\n",
    "    folium.CircleMarker(\n",
    "        [lat, lon],\n",
    "        radius=5,\n",
    "        popup=label,\n",
    "        color=rainbow[cluster-1],\n",
    "        fill=True,\n",
    "        fill_color=rainbow[cluster-1],\n",
    "        fill_opacity=0.7).add_to(map_clusters)\n",
    "       \n",
    "map_clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python",
   "language": "python",
   "name": "conda-env-python-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}